From 8363da4b0c8a326086f1a186cd7f04fc759813b0 Mon Sep 17 00:00:00 2001 From: Kailash Budhathoki Date: Sun, 27 Aug 2017 18:00:35 +0200 Subject: [PATCH] crisp added in experiments --- cisc.py | 21 +- crisp.py | 153 + .../pair0099.txt => nlschools/nlschools.dat} | 0 data/nlschools/nlschools.name | 1 + data/tubingen-pairs/pair0069.txt | 16382 ---------------- data/tubingen-pairs/pair0084.txt | 3102 --- data/{tubingen-pairs => tuebingen}/README | 14 +- .../pair0001.txt | 0 .../pair0001_des.txt | 0 .../pair0002.txt | 0 .../pair0002_des.txt | 0 .../pair0003.txt | 0 .../pair0003_des.txt | 0 .../pair0004.txt | 0 .../pair0004_des.txt | 0 .../pair0005.txt | 0 .../pair0005_des.txt | 0 .../pair0006.txt | 0 .../pair0006_des.txt | 0 .../pair0007.txt | 0 .../pair0007_des.txt | 0 .../pair0008.txt | 0 .../pair0008_des.txt | 0 .../pair0009.txt | 0 .../pair0009_des.txt | 0 .../pair0010.txt | 0 .../pair0010_des.txt | 0 .../pair0011.txt | 0 .../pair0011_des.txt | 0 .../pair0012.txt | 0 .../pair0012_des.txt 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.../pair0098.txt | 0 .../pair0098_des.txt | 0 data/tuebingen/pair0099.txt | 2287 +++ .../pair0099_des.txt | 0 .../pair0100.txt | 0 .../pair0100_des.txt | 0 data/tuebingen/pair0101.txt | 300 + data/tuebingen/pair0101_des.txt | 20 + data/tuebingen/pair0102.txt | 109 + data/tuebingen/pair0102_des.txt | 22 + data/tuebingen/pair0103.txt | 109 + data/tuebingen/pair0103_des.txt | 22 + data/tuebingen/pair0104.txt | 109 + data/tuebingen/pair0104_des.txt | 26 + data/tuebingen/pair0105.txt | 1000 + data/tuebingen/pair0105_des.txt | 21 + data/tuebingen/pair0106.txt | 114 + data/tuebingen/pair0106_des.txt | 18 + .../pairmeta.txt | 10 +- sc.py | 40 +- test_benchmark.py | 136 +- test_real.py | 120 +- test_synthetic.py | 271 +- 224 files changed, 24264 insertions(+), 19640 deletions(-) create mode 100644 crisp.py rename data/{tubingen-pairs/pair0099.txt => nlschools/nlschools.dat} (100%) create mode 100644 data/nlschools/nlschools.name delete mode 100644 data/tubingen-pairs/pair0069.txt delete mode 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(100%) create mode 100644 data/tuebingen/pair0101.txt create mode 100644 data/tuebingen/pair0101_des.txt create mode 100644 data/tuebingen/pair0102.txt create mode 100644 data/tuebingen/pair0102_des.txt create mode 100644 data/tuebingen/pair0103.txt create mode 100644 data/tuebingen/pair0103_des.txt create mode 100644 data/tuebingen/pair0104.txt create mode 100644 data/tuebingen/pair0104_des.txt create mode 100644 data/tuebingen/pair0105.txt create mode 100644 data/tuebingen/pair0105_des.txt create mode 100644 data/tuebingen/pair0106.txt create mode 100644 data/tuebingen/pair0106_des.txt rename data/{tubingen-pairs => tuebingen}/pairmeta.txt (92%) diff --git a/cisc.py b/cisc.py index dd4ea16..89b81b2 100644 --- a/cisc.py +++ b/cisc.py @@ -3,6 +3,8 @@ """Causal inference on discrete data using stochastic complexity of multinomial. """ +from math import log + from collections import defaultdict from sc import stochastic_complexity @@ -27,19 +29,30 @@ def cisc(X, Y): mYgX = marginals(X, Y) mXgY = marginals(Y, X) - scYgX = sum(stochastic_complexity(Z) for Z in mYgX.itervalues()) - scXgY = sum(stochastic_complexity(Z) for Z in mXgY.itervalues()) + domX = mYgX.keys() + domY = mXgY.keys() + + # plain one + # scYgX = sum(stochastic_complexity(Z, len(domY)) for Z in mYgX.itervalues()) + # scXgY = sum(stochastic_complexity(Z, len(domX)) for Z in mXgY.itervalues()) + + # weighted one + scYgX = sum((len(Z) * 1.0) / len(X) * stochastic_complexity(Z) + for Z in mYgX.itervalues()) + scXgY = sum((len(Z) * 1.0) / len(X) * stochastic_complexity(Z) + for Z in mXgY.itervalues()) ciscXtoY = scX + scYgX ciscYtoX = scY + scXgY + # print "X=%.2f Ygx=%.2f" % (scX, scYgX) + # print "Y=%.2f XgY=%.2f" % (scY, scXgY) return (ciscXtoY, ciscYtoX) if __name__ == "__main__": import random - from test_anm import map_randomly - + from test_synthetic import map_randomly n = 1000 Xd = range(1, 4) fXd = range(1, 4) diff --git a/crisp.py b/crisp.py new file mode 100644 index 0000000..6edd1f7 --- /dev/null +++ b/crisp.py @@ -0,0 +1,153 @@ +#!/usr/bin/env python +# -*- coding: utf-8 -*- +from collections import Counter, defaultdict +from copy import copy +import random +import sys +import time + +from sc import stochastic_complexity + + +def marginals(X, Y): + Ys = defaultdict(list) + for i, x in enumerate(X): + Ys[x].append(Y[i]) + return Ys + + +def map_to_majority(X, Y): + f = dict() + subgroups_y = defaultdict(list) + + for i, x in enumerate(X): + subgroups_y[x].append(Y[i]) + + for x, subgroup_y in subgroups_y.iteritems(): + freq_y, _ = Counter(subgroup_y).most_common(1)[0] + f[x] = freq_y + + return f + + +def regress(X, Y): + # target Y, feature X + max_iterations = 10000 + scx = stochastic_complexity(X) + # print scx, + f = map_to_majority(X, Y) + + supp_x = list(set(X)) + supp_y = list(set(Y)) + + pair = zip(X, Y) + res = [y - f[x] for x, y in pair] + cur_res_codelen = stochastic_complexity(res) + + j = 0 + minimized = True + while j < max_iterations and minimized: + random.shuffle(supp_x) + minimized = False + + for x_to_map in supp_x: + best_res_codelen = sys.float_info.max + best_cand_y = None + + for cand_y in supp_y: + if cand_y == f[x_to_map]: + continue + + res = [y - f[x] if x != x_to_map else y - + cand_y for x, y in pair] + res_codelen = stochastic_complexity(res) + + if res_codelen < best_res_codelen: + best_res_codelen = res_codelen + best_cand_y = cand_y + + if best_res_codelen < cur_res_codelen: + cur_res_codelen = best_res_codelen + f[x_to_map] = best_cand_y + minimized = True + j += 1 + # print cur_res_codelen + return scx + cur_res_codelen + + +def grp(X, Y): + scx = stochastic_complexity(X) + mygx = marginals(X, Y) + ygrps = mygx.values() + sc_ygrps = [stochastic_complexity(Z) for Z in ygrps] + # print "{%.2f}" % (scx + sum(sc_ygrps)), + # print "(%.2f)" % sum(sc_ygrps), + + while True: + merge = None + best_gain = 0 + for i in range(len(ygrps)): + sci = sc_ygrps[i] + for j in range(i + 1, len(ygrps)): + scj = sc_ygrps[j] + scij = stochastic_complexity(ygrps[i] + ygrps[j]) + gain = sci + scj - scij + if gain > best_gain: + merge = (i, j) + best_gain = gain + + if not merge: + break + + k, l = merge + ygrps[k] = ygrps[k] + ygrps[l] + sc_ygrps[k] = sc_ygrps[k] + sc_ygrps[l] - best_gain + del ygrps[l] + del sc_ygrps[l] + # assert sum(sc_ygrps) == sum(stochastic_complexity(ygrp) + # for ygrp in ygrps) + # print "%.2f" % sum(sc_ygrps), + return scx + sum(sc_ygrps) + + +def cisc_grp(X, Y): + sxtoy = grp(X, Y) + sytox = grp(Y, X) + return (sxtoy, sytox) + + +def crisp(X, Y): + # print 'regressing from x to y' + sxtoy = regress(X, Y) + # print 'regressing from y to x' + sytox = regress(Y, X) + return (sxtoy, sytox) + + +def test(): + X = range(10000) + Y = range(10000) + zip(X, Y) + + +if __name__ == "__main__": + from test_synthetic import generate_additive_N, generate_X, map_randomly + size = 500000 + suppfX = range(-7, 8) + X = generate_X("multinomial", size) + suppX = list(set(X)) + f = map_randomly(suppX, suppfX) + N = generate_additive_N(size) + Y = [f[X[i]] + N[i] for i in xrange(size)] + from test_benchmark import load_pair + X, Y = load_pair(2) + # import cProfile + # cProfile.run('cisc(X, Y)') + # cProfile.run('test()') + # from cisc import cisc + print cisc(X, Y) + # from cisc import cisc + # start = time.time() + # print cisc_grp(X, Y) + # end = time.time() + # print end - start diff --git a/data/tubingen-pairs/pair0099.txt b/data/nlschools/nlschools.dat similarity index 100% rename from data/tubingen-pairs/pair0099.txt rename to data/nlschools/nlschools.dat diff --git a/data/nlschools/nlschools.name b/data/nlschools/nlschools.name new file mode 100644 index 0000000..aeb9a84 --- /dev/null +++ b/data/nlschools/nlschools.name @@ -0,0 +1 @@ +language test score, social-economic status of pupil's family diff --git 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-10.3299 11.1955 -9.4878 10.2772 -8.5047 9.3840 -9.4348 10.1010 -9.2109 9.9941 -8.7939 9.5517 -7.7315 8.5770 -9.7659 10.5711 -8.5473 9.3960 -7.8411 8.6500 -7.9800 8.8099 -10.3192 11.1368 -8.4646 9.4073 -10.5113 11.1824 -7.1531 7.9807 -9.2181 9.9823 -8.5835 9.3906 -9.3235 10.1286 -7.6202 8.4224 -9.8794 10.6388 -8.5934 9.1437 -8.6550 9.4743 -8.3659 9.1586 -8.0462 8.8687 diff --git a/data/tubingen-pairs/README b/data/tuebingen/README similarity index 90% rename from data/tubingen-pairs/README rename to data/tuebingen/README index 5dede00..ed42c3c 100644 --- a/data/tubingen-pairs/README +++ b/data/tuebingen/README @@ -1,5 +1,5 @@ ================================================================================================================================================== -Cause-effect is a growing database with two-variable cause-effect pairs +Cause-effect is a growing database with two-variable cause-effect ons created at Max-Planck-Institute for Biological Cybernetics in Tuebingen, Germany. ================================================================================================================================================== @@ -166,3 +166,15 @@ pair0099 language test score social-economic status family "nlschools" datase pair0100 cycle time of CPU performance "cpus" dataset of R MASS package -> +pair0101 grey value of a pixel brightness of the screen D. Janzing -> + +pair0102 position of a ball time for passing a track segment D. Janzing -> + +pair0103 position of a ball time for passing a track segment D. Janzing -> + +pair0104 time for passing 1. segment time for passing 2. segment D. Janzing -> + +pair0105 pixel vector of a patch total brightness at the screen D. Janzing -> + +pair0106 time required for one round voltage D. Janzing <- + diff --git a/data/tubingen-pairs/pair0001.txt b/data/tuebingen/pair0001.txt similarity index 100% rename from data/tubingen-pairs/pair0001.txt rename to data/tuebingen/pair0001.txt diff --git a/data/tubingen-pairs/pair0001_des.txt b/data/tuebingen/pair0001_des.txt similarity index 100% rename from data/tubingen-pairs/pair0001_des.txt rename to data/tuebingen/pair0001_des.txt diff --git a/data/tubingen-pairs/pair0002.txt b/data/tuebingen/pair0002.txt similarity index 100% rename from data/tubingen-pairs/pair0002.txt rename to data/tuebingen/pair0002.txt diff --git a/data/tubingen-pairs/pair0002_des.txt b/data/tuebingen/pair0002_des.txt similarity index 100% rename from data/tubingen-pairs/pair0002_des.txt rename to data/tuebingen/pair0002_des.txt diff --git a/data/tubingen-pairs/pair0003.txt b/data/tuebingen/pair0003.txt similarity index 100% rename from data/tubingen-pairs/pair0003.txt rename to data/tuebingen/pair0003.txt diff --git a/data/tubingen-pairs/pair0003_des.txt b/data/tuebingen/pair0003_des.txt similarity index 100% rename from data/tubingen-pairs/pair0003_des.txt rename to data/tuebingen/pair0003_des.txt diff --git a/data/tubingen-pairs/pair0004.txt b/data/tuebingen/pair0004.txt similarity index 100% rename from data/tubingen-pairs/pair0004.txt rename to data/tuebingen/pair0004.txt diff --git a/data/tubingen-pairs/pair0004_des.txt b/data/tuebingen/pair0004_des.txt similarity index 100% rename from data/tubingen-pairs/pair0004_des.txt rename to data/tuebingen/pair0004_des.txt diff --git a/data/tubingen-pairs/pair0005.txt b/data/tuebingen/pair0005.txt similarity index 100% rename from data/tubingen-pairs/pair0005.txt rename to data/tuebingen/pair0005.txt diff --git a/data/tubingen-pairs/pair0005_des.txt b/data/tuebingen/pair0005_des.txt similarity index 100% rename from data/tubingen-pairs/pair0005_des.txt rename to data/tuebingen/pair0005_des.txt diff --git a/data/tubingen-pairs/pair0006.txt b/data/tuebingen/pair0006.txt similarity index 100% rename from data/tubingen-pairs/pair0006.txt rename to data/tuebingen/pair0006.txt diff --git a/data/tubingen-pairs/pair0006_des.txt b/data/tuebingen/pair0006_des.txt similarity index 100% rename from data/tubingen-pairs/pair0006_des.txt rename to data/tuebingen/pair0006_des.txt diff --git a/data/tubingen-pairs/pair0007.txt b/data/tuebingen/pair0007.txt similarity index 100% rename from data/tubingen-pairs/pair0007.txt rename to data/tuebingen/pair0007.txt diff --git a/data/tubingen-pairs/pair0007_des.txt b/data/tuebingen/pair0007_des.txt similarity index 100% rename from data/tubingen-pairs/pair0007_des.txt rename to data/tuebingen/pair0007_des.txt diff --git a/data/tubingen-pairs/pair0008.txt b/data/tuebingen/pair0008.txt similarity index 100% rename from data/tubingen-pairs/pair0008.txt rename to data/tuebingen/pair0008.txt diff --git a/data/tubingen-pairs/pair0008_des.txt b/data/tuebingen/pair0008_des.txt similarity index 100% rename from data/tubingen-pairs/pair0008_des.txt rename to data/tuebingen/pair0008_des.txt diff --git a/data/tubingen-pairs/pair0009.txt b/data/tuebingen/pair0009.txt similarity index 100% rename from data/tubingen-pairs/pair0009.txt rename to data/tuebingen/pair0009.txt diff --git a/data/tubingen-pairs/pair0009_des.txt b/data/tuebingen/pair0009_des.txt similarity index 100% rename from data/tubingen-pairs/pair0009_des.txt rename to data/tuebingen/pair0009_des.txt diff --git a/data/tubingen-pairs/pair0010.txt b/data/tuebingen/pair0010.txt similarity index 100% rename from data/tubingen-pairs/pair0010.txt rename to data/tuebingen/pair0010.txt diff --git a/data/tubingen-pairs/pair0010_des.txt b/data/tuebingen/pair0010_des.txt similarity index 100% rename from data/tubingen-pairs/pair0010_des.txt rename to data/tuebingen/pair0010_des.txt diff --git a/data/tubingen-pairs/pair0011.txt b/data/tuebingen/pair0011.txt similarity index 100% rename from data/tubingen-pairs/pair0011.txt rename to data/tuebingen/pair0011.txt diff --git a/data/tubingen-pairs/pair0011_des.txt b/data/tuebingen/pair0011_des.txt similarity index 100% rename from data/tubingen-pairs/pair0011_des.txt rename to data/tuebingen/pair0011_des.txt diff --git a/data/tubingen-pairs/pair0012.txt b/data/tuebingen/pair0012.txt similarity index 100% rename from data/tubingen-pairs/pair0012.txt rename to data/tuebingen/pair0012.txt diff --git a/data/tubingen-pairs/pair0012_des.txt b/data/tuebingen/pair0012_des.txt similarity index 100% rename from data/tubingen-pairs/pair0012_des.txt rename to data/tuebingen/pair0012_des.txt diff --git a/data/tubingen-pairs/pair0013.txt b/data/tuebingen/pair0013.txt similarity index 100% rename from data/tubingen-pairs/pair0013.txt rename to data/tuebingen/pair0013.txt diff --git a/data/tubingen-pairs/pair0013_des.txt b/data/tuebingen/pair0013_des.txt similarity index 100% rename from data/tubingen-pairs/pair0013_des.txt rename to data/tuebingen/pair0013_des.txt diff --git a/data/tubingen-pairs/pair0014.txt b/data/tuebingen/pair0014.txt similarity index 100% rename from data/tubingen-pairs/pair0014.txt rename to data/tuebingen/pair0014.txt diff --git a/data/tubingen-pairs/pair0014_des.txt b/data/tuebingen/pair0014_des.txt similarity index 100% rename from data/tubingen-pairs/pair0014_des.txt rename to data/tuebingen/pair0014_des.txt diff --git a/data/tubingen-pairs/pair0015.txt b/data/tuebingen/pair0015.txt similarity index 100% rename from data/tubingen-pairs/pair0015.txt rename to data/tuebingen/pair0015.txt diff --git a/data/tubingen-pairs/pair0015_des.txt b/data/tuebingen/pair0015_des.txt similarity index 100% rename from data/tubingen-pairs/pair0015_des.txt rename to data/tuebingen/pair0015_des.txt diff --git a/data/tubingen-pairs/pair0016.txt b/data/tuebingen/pair0016.txt similarity index 100% rename from data/tubingen-pairs/pair0016.txt rename to data/tuebingen/pair0016.txt diff --git a/data/tubingen-pairs/pair0016_des.txt b/data/tuebingen/pair0016_des.txt similarity index 100% rename from data/tubingen-pairs/pair0016_des.txt rename to data/tuebingen/pair0016_des.txt diff --git a/data/tubingen-pairs/pair0017.txt b/data/tuebingen/pair0017.txt similarity index 100% rename from data/tubingen-pairs/pair0017.txt rename to data/tuebingen/pair0017.txt diff --git a/data/tubingen-pairs/pair0017_des.txt b/data/tuebingen/pair0017_des.txt similarity index 100% rename from data/tubingen-pairs/pair0017_des.txt rename to data/tuebingen/pair0017_des.txt diff --git a/data/tubingen-pairs/pair0018.txt b/data/tuebingen/pair0018.txt similarity index 100% rename from data/tubingen-pairs/pair0018.txt rename to data/tuebingen/pair0018.txt diff --git a/data/tubingen-pairs/pair0018_des.txt b/data/tuebingen/pair0018_des.txt similarity index 100% rename from data/tubingen-pairs/pair0018_des.txt rename to data/tuebingen/pair0018_des.txt diff --git a/data/tubingen-pairs/pair0019.txt b/data/tuebingen/pair0019.txt similarity index 100% rename from data/tubingen-pairs/pair0019.txt rename to data/tuebingen/pair0019.txt diff --git a/data/tubingen-pairs/pair0019_des.txt b/data/tuebingen/pair0019_des.txt similarity index 100% rename from data/tubingen-pairs/pair0019_des.txt rename to data/tuebingen/pair0019_des.txt diff --git a/data/tubingen-pairs/pair0020.txt b/data/tuebingen/pair0020.txt similarity index 100% rename from data/tubingen-pairs/pair0020.txt rename to data/tuebingen/pair0020.txt diff --git a/data/tubingen-pairs/pair0020_des.txt b/data/tuebingen/pair0020_des.txt similarity index 100% rename from data/tubingen-pairs/pair0020_des.txt rename to data/tuebingen/pair0020_des.txt diff --git a/data/tubingen-pairs/pair0021.txt b/data/tuebingen/pair0021.txt similarity index 100% rename from data/tubingen-pairs/pair0021.txt rename to data/tuebingen/pair0021.txt diff --git a/data/tubingen-pairs/pair0021_des.txt b/data/tuebingen/pair0021_des.txt similarity index 100% rename from data/tubingen-pairs/pair0021_des.txt rename to data/tuebingen/pair0021_des.txt diff --git a/data/tubingen-pairs/pair0022.txt b/data/tuebingen/pair0022.txt similarity index 99% rename from data/tubingen-pairs/pair0022.txt rename to data/tuebingen/pair0022.txt index 355ad69..ece045f 100644 --- a/data/tubingen-pairs/pair0022.txt +++ b/data/tuebingen/pair0022.txt @@ -447,4 +447,4 @@ 37 190 36 166 32 155 -78 160 \ No newline at end of file +78 160 diff --git a/data/tubingen-pairs/pair0022_des.txt b/data/tuebingen/pair0022_des.txt similarity index 100% rename from data/tubingen-pairs/pair0022_des.txt rename to data/tuebingen/pair0022_des.txt diff --git a/data/tubingen-pairs/pair0023.txt b/data/tuebingen/pair0023.txt similarity index 99% rename from data/tubingen-pairs/pair0023.txt rename to data/tuebingen/pair0023.txt index c6cbcce..333f8c6 100644 --- a/data/tubingen-pairs/pair0023.txt +++ b/data/tuebingen/pair0023.txt @@ -449,4 +449,4 @@ 37 85 36 68 32 55 -78 70 \ No newline at end of file +78 70 diff --git a/data/tubingen-pairs/pair0023_des.txt b/data/tuebingen/pair0023_des.txt similarity index 100% rename from data/tubingen-pairs/pair0023_des.txt rename to data/tuebingen/pair0023_des.txt diff --git a/data/tubingen-pairs/pair0024.txt b/data/tuebingen/pair0024.txt similarity index 99% rename from data/tubingen-pairs/pair0024.txt rename to data/tuebingen/pair0024.txt index 7e9415b..40db2e1 100644 --- a/data/tubingen-pairs/pair0024.txt +++ b/data/tuebingen/pair0024.txt @@ -448,4 +448,4 @@ 37 73 36 84 32 80 -78 75 \ No newline at end of file +78 75 diff --git a/data/tubingen-pairs/pair0024_des.txt b/data/tuebingen/pair0024_des.txt similarity index 100% rename from data/tubingen-pairs/pair0024_des.txt rename to data/tuebingen/pair0024_des.txt diff --git a/data/tubingen-pairs/pair0025.txt b/data/tuebingen/pair0025.txt similarity index 100% rename from data/tubingen-pairs/pair0025.txt rename to data/tuebingen/pair0025.txt diff --git a/data/tubingen-pairs/pair0025_des.txt b/data/tuebingen/pair0025_des.txt similarity index 100% rename from data/tubingen-pairs/pair0025_des.txt rename to data/tuebingen/pair0025_des.txt diff --git a/data/tubingen-pairs/pair0026.txt b/data/tuebingen/pair0026.txt similarity index 100% rename from data/tubingen-pairs/pair0026.txt rename to data/tuebingen/pair0026.txt diff --git a/data/tubingen-pairs/pair0026_des.txt b/data/tuebingen/pair0026_des.txt similarity index 100% rename from data/tubingen-pairs/pair0026_des.txt rename to data/tuebingen/pair0026_des.txt diff --git a/data/tubingen-pairs/pair0027.txt b/data/tuebingen/pair0027.txt similarity index 100% rename from data/tubingen-pairs/pair0027.txt rename to data/tuebingen/pair0027.txt diff --git a/data/tubingen-pairs/pair0027_des.txt b/data/tuebingen/pair0027_des.txt similarity index 100% rename from data/tubingen-pairs/pair0027_des.txt rename to data/tuebingen/pair0027_des.txt diff --git a/data/tubingen-pairs/pair0028.txt b/data/tuebingen/pair0028.txt similarity index 100% rename from data/tubingen-pairs/pair0028.txt rename to data/tuebingen/pair0028.txt diff --git a/data/tubingen-pairs/pair0028_des.txt b/data/tuebingen/pair0028_des.txt similarity index 100% rename from data/tubingen-pairs/pair0028_des.txt rename to data/tuebingen/pair0028_des.txt diff --git a/data/tubingen-pairs/pair0029.txt b/data/tuebingen/pair0029.txt similarity index 100% rename from data/tubingen-pairs/pair0029.txt rename to data/tuebingen/pair0029.txt diff --git a/data/tubingen-pairs/pair0029_des.txt b/data/tuebingen/pair0029_des.txt similarity index 100% rename from data/tubingen-pairs/pair0029_des.txt rename to data/tuebingen/pair0029_des.txt diff --git a/data/tubingen-pairs/pair0030.txt b/data/tuebingen/pair0030.txt similarity index 100% rename from data/tubingen-pairs/pair0030.txt rename to data/tuebingen/pair0030.txt diff --git a/data/tubingen-pairs/pair0030_des.txt b/data/tuebingen/pair0030_des.txt similarity index 100% rename from data/tubingen-pairs/pair0030_des.txt rename to data/tuebingen/pair0030_des.txt diff --git a/data/tubingen-pairs/pair0031.txt b/data/tuebingen/pair0031.txt similarity index 100% rename from data/tubingen-pairs/pair0031.txt rename to data/tuebingen/pair0031.txt diff --git a/data/tubingen-pairs/pair0031_des.txt b/data/tuebingen/pair0031_des.txt similarity index 100% rename from data/tubingen-pairs/pair0031_des.txt rename to data/tuebingen/pair0031_des.txt diff --git a/data/tubingen-pairs/pair0032.txt b/data/tuebingen/pair0032.txt similarity index 100% rename from data/tubingen-pairs/pair0032.txt rename to data/tuebingen/pair0032.txt diff --git a/data/tubingen-pairs/pair0032_des.txt b/data/tuebingen/pair0032_des.txt similarity index 100% rename from data/tubingen-pairs/pair0032_des.txt rename to data/tuebingen/pair0032_des.txt diff --git a/data/tubingen-pairs/pair0033.txt b/data/tuebingen/pair0033.txt similarity index 100% rename from data/tubingen-pairs/pair0033.txt rename to data/tuebingen/pair0033.txt diff --git a/data/tubingen-pairs/pair0033_des.txt b/data/tuebingen/pair0033_des.txt similarity index 100% rename from data/tubingen-pairs/pair0033_des.txt rename to data/tuebingen/pair0033_des.txt diff --git a/data/tubingen-pairs/pair0034.txt b/data/tuebingen/pair0034.txt similarity index 100% rename from data/tubingen-pairs/pair0034.txt rename to data/tuebingen/pair0034.txt diff --git a/data/tubingen-pairs/pair0034_des.txt b/data/tuebingen/pair0034_des.txt similarity index 100% rename from data/tubingen-pairs/pair0034_des.txt rename to data/tuebingen/pair0034_des.txt diff --git a/data/tubingen-pairs/pair0035.txt b/data/tuebingen/pair0035.txt similarity index 100% rename from data/tubingen-pairs/pair0035.txt rename to data/tuebingen/pair0035.txt diff --git a/data/tubingen-pairs/pair0035_des.txt b/data/tuebingen/pair0035_des.txt similarity index 100% rename from data/tubingen-pairs/pair0035_des.txt rename to data/tuebingen/pair0035_des.txt diff --git a/data/tubingen-pairs/pair0036.txt b/data/tuebingen/pair0036.txt similarity index 100% rename from data/tubingen-pairs/pair0036.txt rename to data/tuebingen/pair0036.txt diff --git a/data/tubingen-pairs/pair0036_des.txt b/data/tuebingen/pair0036_des.txt similarity index 100% rename from data/tubingen-pairs/pair0036_des.txt rename to data/tuebingen/pair0036_des.txt diff --git a/data/tubingen-pairs/pair0037.txt b/data/tuebingen/pair0037.txt similarity index 100% rename from data/tubingen-pairs/pair0037.txt rename to data/tuebingen/pair0037.txt diff --git a/data/tubingen-pairs/pair0037_des.txt b/data/tuebingen/pair0037_des.txt similarity index 100% rename from data/tubingen-pairs/pair0037_des.txt rename to data/tuebingen/pair0037_des.txt diff --git a/data/tubingen-pairs/pair0038.txt b/data/tuebingen/pair0038.txt similarity index 100% rename from data/tubingen-pairs/pair0038.txt rename to data/tuebingen/pair0038.txt diff --git a/data/tubingen-pairs/pair0038_des.txt b/data/tuebingen/pair0038_des.txt similarity index 100% rename from data/tubingen-pairs/pair0038_des.txt rename to data/tuebingen/pair0038_des.txt diff --git a/data/tubingen-pairs/pair0039.txt b/data/tuebingen/pair0039.txt similarity index 100% rename from data/tubingen-pairs/pair0039.txt rename to data/tuebingen/pair0039.txt diff --git a/data/tubingen-pairs/pair0039_des.txt b/data/tuebingen/pair0039_des.txt similarity index 100% rename from data/tubingen-pairs/pair0039_des.txt rename to data/tuebingen/pair0039_des.txt diff --git a/data/tubingen-pairs/pair0040.txt b/data/tuebingen/pair0040.txt similarity index 100% rename from data/tubingen-pairs/pair0040.txt rename to data/tuebingen/pair0040.txt diff --git a/data/tubingen-pairs/pair0040_des.txt b/data/tuebingen/pair0040_des.txt similarity index 100% rename from data/tubingen-pairs/pair0040_des.txt rename to data/tuebingen/pair0040_des.txt diff --git a/data/tubingen-pairs/pair0041.txt b/data/tuebingen/pair0041.txt similarity index 100% rename from data/tubingen-pairs/pair0041.txt rename to data/tuebingen/pair0041.txt diff --git a/data/tubingen-pairs/pair0041_des.txt b/data/tuebingen/pair0041_des.txt similarity index 100% rename from data/tubingen-pairs/pair0041_des.txt rename to data/tuebingen/pair0041_des.txt diff --git a/data/tubingen-pairs/pair0042.txt b/data/tuebingen/pair0042.txt similarity index 100% rename from data/tubingen-pairs/pair0042.txt rename to data/tuebingen/pair0042.txt diff --git a/data/tubingen-pairs/pair0042_des.txt b/data/tuebingen/pair0042_des.txt old mode 100644 new mode 100755 similarity index 100% rename from data/tubingen-pairs/pair0042_des.txt rename to data/tuebingen/pair0042_des.txt diff --git a/data/tubingen-pairs/pair0043.txt b/data/tuebingen/pair0043.txt similarity index 100% rename from data/tubingen-pairs/pair0043.txt rename to data/tuebingen/pair0043.txt diff --git a/data/tubingen-pairs/pair0043_des.txt b/data/tuebingen/pair0043_des.txt similarity index 100% rename from data/tubingen-pairs/pair0043_des.txt rename to data/tuebingen/pair0043_des.txt diff --git a/data/tubingen-pairs/pair0044.txt b/data/tuebingen/pair0044.txt similarity index 100% rename from data/tubingen-pairs/pair0044.txt rename to data/tuebingen/pair0044.txt diff --git a/data/tubingen-pairs/pair0044_des.txt b/data/tuebingen/pair0044_des.txt similarity index 100% rename from data/tubingen-pairs/pair0044_des.txt rename to data/tuebingen/pair0044_des.txt diff --git a/data/tubingen-pairs/pair0045.txt b/data/tuebingen/pair0045.txt similarity index 100% rename from data/tubingen-pairs/pair0045.txt rename to data/tuebingen/pair0045.txt diff --git a/data/tubingen-pairs/pair0045_des.txt b/data/tuebingen/pair0045_des.txt similarity index 100% rename from data/tubingen-pairs/pair0045_des.txt rename to data/tuebingen/pair0045_des.txt diff --git a/data/tubingen-pairs/pair0046.txt b/data/tuebingen/pair0046.txt similarity index 100% rename from data/tubingen-pairs/pair0046.txt rename to data/tuebingen/pair0046.txt diff --git a/data/tubingen-pairs/pair0046_des.txt b/data/tuebingen/pair0046_des.txt similarity index 100% rename from data/tubingen-pairs/pair0046_des.txt rename to data/tuebingen/pair0046_des.txt diff --git a/data/tubingen-pairs/pair0047.txt b/data/tuebingen/pair0047.txt similarity index 100% rename from data/tubingen-pairs/pair0047.txt rename to data/tuebingen/pair0047.txt diff --git a/data/tubingen-pairs/pair0047_des.txt b/data/tuebingen/pair0047_des.txt similarity index 100% rename from data/tubingen-pairs/pair0047_des.txt rename to data/tuebingen/pair0047_des.txt diff --git a/data/tubingen-pairs/pair0048.txt b/data/tuebingen/pair0048.txt similarity index 100% rename from data/tubingen-pairs/pair0048.txt rename to data/tuebingen/pair0048.txt diff --git a/data/tubingen-pairs/pair0048_des.txt b/data/tuebingen/pair0048_des.txt similarity index 100% rename from data/tubingen-pairs/pair0048_des.txt rename to data/tuebingen/pair0048_des.txt diff --git a/data/tubingen-pairs/pair0049.txt b/data/tuebingen/pair0049.txt similarity index 100% rename from data/tubingen-pairs/pair0049.txt rename to data/tuebingen/pair0049.txt diff --git a/data/tubingen-pairs/pair0049_des.txt b/data/tuebingen/pair0049_des.txt similarity index 100% rename from data/tubingen-pairs/pair0049_des.txt rename to data/tuebingen/pair0049_des.txt diff --git a/data/tubingen-pairs/pair0050.txt b/data/tuebingen/pair0050.txt similarity index 100% rename from data/tubingen-pairs/pair0050.txt rename to data/tuebingen/pair0050.txt diff --git a/data/tubingen-pairs/pair0050_des.txt b/data/tuebingen/pair0050_des.txt similarity index 100% rename from data/tubingen-pairs/pair0050_des.txt rename to data/tuebingen/pair0050_des.txt diff --git a/data/tubingen-pairs/pair0051.txt b/data/tuebingen/pair0051.txt similarity index 100% rename from data/tubingen-pairs/pair0051.txt rename to data/tuebingen/pair0051.txt diff --git a/data/tubingen-pairs/pair0051_des.txt b/data/tuebingen/pair0051_des.txt similarity index 100% rename from data/tubingen-pairs/pair0051_des.txt rename to data/tuebingen/pair0051_des.txt diff --git a/data/tubingen-pairs/pair0052.txt b/data/tuebingen/pair0052.txt similarity index 100% rename from data/tubingen-pairs/pair0052.txt rename to data/tuebingen/pair0052.txt diff --git a/data/tubingen-pairs/pair0052_des.txt b/data/tuebingen/pair0052_des.txt similarity index 100% rename from data/tubingen-pairs/pair0052_des.txt rename to data/tuebingen/pair0052_des.txt diff --git a/data/tubingen-pairs/pair0053.txt b/data/tuebingen/pair0053.txt similarity index 100% rename from data/tubingen-pairs/pair0053.txt rename to data/tuebingen/pair0053.txt diff --git a/data/tubingen-pairs/pair0053_des.txt b/data/tuebingen/pair0053_des.txt similarity index 100% rename from data/tubingen-pairs/pair0053_des.txt rename to data/tuebingen/pair0053_des.txt diff --git a/data/tubingen-pairs/pair0054.txt b/data/tuebingen/pair0054.txt similarity index 100% rename from data/tubingen-pairs/pair0054.txt rename to data/tuebingen/pair0054.txt diff --git a/data/tubingen-pairs/pair0054_des.txt b/data/tuebingen/pair0054_des.txt similarity index 100% rename from data/tubingen-pairs/pair0054_des.txt rename to data/tuebingen/pair0054_des.txt diff --git a/data/tubingen-pairs/pair0055.txt b/data/tuebingen/pair0055.txt similarity index 100% rename from data/tubingen-pairs/pair0055.txt rename to data/tuebingen/pair0055.txt diff --git a/data/tubingen-pairs/pair0055_des.txt b/data/tuebingen/pair0055_des.txt similarity index 100% rename from data/tubingen-pairs/pair0055_des.txt rename to data/tuebingen/pair0055_des.txt diff --git a/data/tubingen-pairs/pair0056.txt b/data/tuebingen/pair0056.txt similarity index 100% rename from data/tubingen-pairs/pair0056.txt rename to data/tuebingen/pair0056.txt diff --git a/data/tubingen-pairs/pair0056_des.txt b/data/tuebingen/pair0056_des.txt similarity index 100% rename from data/tubingen-pairs/pair0056_des.txt rename to data/tuebingen/pair0056_des.txt diff --git a/data/tubingen-pairs/pair0057.txt b/data/tuebingen/pair0057.txt similarity index 100% rename from data/tubingen-pairs/pair0057.txt rename to data/tuebingen/pair0057.txt diff --git a/data/tubingen-pairs/pair0057_des.txt b/data/tuebingen/pair0057_des.txt similarity index 100% rename from data/tubingen-pairs/pair0057_des.txt rename to data/tuebingen/pair0057_des.txt diff --git a/data/tubingen-pairs/pair0058.txt b/data/tuebingen/pair0058.txt similarity index 100% rename from data/tubingen-pairs/pair0058.txt rename to data/tuebingen/pair0058.txt diff --git a/data/tubingen-pairs/pair0058_des.txt b/data/tuebingen/pair0058_des.txt similarity index 100% rename from data/tubingen-pairs/pair0058_des.txt rename to data/tuebingen/pair0058_des.txt diff --git a/data/tubingen-pairs/pair0059.txt b/data/tuebingen/pair0059.txt similarity index 100% rename from data/tubingen-pairs/pair0059.txt rename to data/tuebingen/pair0059.txt diff --git a/data/tubingen-pairs/pair0059_des.txt b/data/tuebingen/pair0059_des.txt similarity index 100% rename from data/tubingen-pairs/pair0059_des.txt rename to data/tuebingen/pair0059_des.txt diff --git a/data/tubingen-pairs/pair0060.txt b/data/tuebingen/pair0060.txt similarity index 100% rename from data/tubingen-pairs/pair0060.txt rename to data/tuebingen/pair0060.txt diff --git a/data/tubingen-pairs/pair0060_des.txt b/data/tuebingen/pair0060_des.txt similarity index 100% rename from data/tubingen-pairs/pair0060_des.txt rename to data/tuebingen/pair0060_des.txt diff --git a/data/tubingen-pairs/pair0061.txt b/data/tuebingen/pair0061.txt similarity index 100% rename from data/tubingen-pairs/pair0061.txt rename to data/tuebingen/pair0061.txt diff --git a/data/tubingen-pairs/pair0061_des.txt b/data/tuebingen/pair0061_des.txt similarity index 100% rename from data/tubingen-pairs/pair0061_des.txt rename to data/tuebingen/pair0061_des.txt diff --git a/data/tubingen-pairs/pair0062.txt b/data/tuebingen/pair0062.txt similarity index 100% rename from data/tubingen-pairs/pair0062.txt rename to data/tuebingen/pair0062.txt diff --git a/data/tubingen-pairs/pair0062_des.txt b/data/tuebingen/pair0062_des.txt similarity index 100% rename from data/tubingen-pairs/pair0062_des.txt rename to data/tuebingen/pair0062_des.txt diff --git a/data/tubingen-pairs/pair0063.txt b/data/tuebingen/pair0063.txt similarity index 100% rename from data/tubingen-pairs/pair0063.txt rename to data/tuebingen/pair0063.txt diff --git a/data/tubingen-pairs/pair0063_des.txt b/data/tuebingen/pair0063_des.txt similarity index 100% rename from data/tubingen-pairs/pair0063_des.txt rename to data/tuebingen/pair0063_des.txt diff --git a/data/tubingen-pairs/pair0064.txt b/data/tuebingen/pair0064.txt similarity index 100% rename from data/tubingen-pairs/pair0064.txt rename to data/tuebingen/pair0064.txt diff --git a/data/tubingen-pairs/pair0064_des.txt b/data/tuebingen/pair0064_des.txt similarity index 100% rename from data/tubingen-pairs/pair0064_des.txt rename to data/tuebingen/pair0064_des.txt diff --git a/data/tubingen-pairs/pair0065.txt b/data/tuebingen/pair0065.txt similarity index 100% rename from data/tubingen-pairs/pair0065.txt rename to data/tuebingen/pair0065.txt diff --git a/data/tubingen-pairs/pair0065_des.txt b/data/tuebingen/pair0065_des.txt similarity index 100% rename from data/tubingen-pairs/pair0065_des.txt rename to data/tuebingen/pair0065_des.txt diff --git a/data/tubingen-pairs/pair0066.txt b/data/tuebingen/pair0066.txt similarity index 100% rename from data/tubingen-pairs/pair0066.txt rename to data/tuebingen/pair0066.txt diff --git a/data/tubingen-pairs/pair0066_des.txt b/data/tuebingen/pair0066_des.txt similarity index 100% rename from data/tubingen-pairs/pair0066_des.txt rename to data/tuebingen/pair0066_des.txt diff --git a/data/tubingen-pairs/pair0067.txt b/data/tuebingen/pair0067.txt similarity index 100% rename from data/tubingen-pairs/pair0067.txt rename to data/tuebingen/pair0067.txt diff --git a/data/tubingen-pairs/pair0067_des.txt b/data/tuebingen/pair0067_des.txt similarity index 100% rename from data/tubingen-pairs/pair0067_des.txt rename to data/tuebingen/pair0067_des.txt diff --git a/data/tubingen-pairs/pair0068.txt b/data/tuebingen/pair0068.txt similarity index 100% rename from data/tubingen-pairs/pair0068.txt rename to data/tuebingen/pair0068.txt diff --git a/data/tubingen-pairs/pair0068_des.txt b/data/tuebingen/pair0068_des.txt similarity index 100% rename from data/tubingen-pairs/pair0068_des.txt rename to data/tuebingen/pair0068_des.txt diff --git a/data/tuebingen/pair0069.txt b/data/tuebingen/pair0069.txt new file mode 100644 index 0000000..f64d9e8 --- /dev/null +++ b/data/tuebingen/pair0069.txt @@ -0,0 +1,16382 @@ + 1.9000000e+01 2.1000000e+01 + 1.9000000e+01 2.0500000e+01 + 1.8500000e+01 1.6500000e+01 + 1.8500000e+01 1.5000000e+01 + 1.8500000e+01 1.4000000e+01 + 1.8500000e+01 1.3500000e+01 + 1.8500000e+01 1.3000000e+01 + 1.8500000e+01 1.2500000e+01 + 1.8500000e+01 1.2000000e+01 + 1.8500000e+01 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data/tuebingen/pair0071.txt diff --git a/data/tubingen-pairs/pair0071_des.txt b/data/tuebingen/pair0071_des.txt similarity index 100% rename from data/tubingen-pairs/pair0071_des.txt rename to data/tuebingen/pair0071_des.txt diff --git a/data/tubingen-pairs/pair0072.txt b/data/tuebingen/pair0072.txt similarity index 100% rename from data/tubingen-pairs/pair0072.txt rename to data/tuebingen/pair0072.txt diff --git a/data/tubingen-pairs/pair0072_des.txt b/data/tuebingen/pair0072_des.txt similarity index 100% rename from data/tubingen-pairs/pair0072_des.txt rename to data/tuebingen/pair0072_des.txt diff --git a/data/tubingen-pairs/pair0073.txt b/data/tuebingen/pair0073.txt similarity index 100% rename from data/tubingen-pairs/pair0073.txt rename to data/tuebingen/pair0073.txt diff --git a/data/tubingen-pairs/pair0073_des.txt b/data/tuebingen/pair0073_des.txt similarity index 100% rename from data/tubingen-pairs/pair0073_des.txt rename to data/tuebingen/pair0073_des.txt diff --git a/data/tubingen-pairs/pair0074.txt b/data/tuebingen/pair0074.txt similarity index 100% rename from data/tubingen-pairs/pair0074.txt rename to data/tuebingen/pair0074.txt diff --git a/data/tubingen-pairs/pair0074_des.txt b/data/tuebingen/pair0074_des.txt similarity index 100% rename from data/tubingen-pairs/pair0074_des.txt rename to data/tuebingen/pair0074_des.txt diff --git a/data/tubingen-pairs/pair0075.txt b/data/tuebingen/pair0075.txt similarity index 100% rename from data/tubingen-pairs/pair0075.txt rename to data/tuebingen/pair0075.txt diff --git a/data/tubingen-pairs/pair0075_des.txt b/data/tuebingen/pair0075_des.txt similarity index 100% rename from data/tubingen-pairs/pair0075_des.txt rename to data/tuebingen/pair0075_des.txt diff --git a/data/tubingen-pairs/pair0076.txt b/data/tuebingen/pair0076.txt similarity index 100% rename from data/tubingen-pairs/pair0076.txt rename to data/tuebingen/pair0076.txt diff --git a/data/tubingen-pairs/pair0076_des.txt b/data/tuebingen/pair0076_des.txt similarity index 100% rename from data/tubingen-pairs/pair0076_des.txt rename to data/tuebingen/pair0076_des.txt diff --git a/data/tubingen-pairs/pair0077.txt b/data/tuebingen/pair0077.txt similarity index 100% rename from data/tubingen-pairs/pair0077.txt rename to data/tuebingen/pair0077.txt diff --git a/data/tubingen-pairs/pair0077_des.txt b/data/tuebingen/pair0077_des.txt similarity index 100% rename from data/tubingen-pairs/pair0077_des.txt rename to data/tuebingen/pair0077_des.txt diff --git a/data/tubingen-pairs/pair0078.txt b/data/tuebingen/pair0078.txt similarity index 100% rename from data/tubingen-pairs/pair0078.txt rename to data/tuebingen/pair0078.txt diff --git a/data/tubingen-pairs/pair0078_des.txt b/data/tuebingen/pair0078_des.txt similarity index 100% rename from data/tubingen-pairs/pair0078_des.txt rename to data/tuebingen/pair0078_des.txt diff --git a/data/tubingen-pairs/pair0079.txt b/data/tuebingen/pair0079.txt similarity index 100% rename from data/tubingen-pairs/pair0079.txt rename to data/tuebingen/pair0079.txt diff --git a/data/tubingen-pairs/pair0079_des.txt b/data/tuebingen/pair0079_des.txt similarity index 100% rename from data/tubingen-pairs/pair0079_des.txt rename to data/tuebingen/pair0079_des.txt diff --git a/data/tubingen-pairs/pair0080.txt b/data/tuebingen/pair0080.txt similarity index 100% rename from data/tubingen-pairs/pair0080.txt rename to data/tuebingen/pair0080.txt diff --git a/data/tubingen-pairs/pair0080_des.txt b/data/tuebingen/pair0080_des.txt similarity index 100% rename from data/tubingen-pairs/pair0080_des.txt rename to data/tuebingen/pair0080_des.txt diff --git a/data/tubingen-pairs/pair0081.txt b/data/tuebingen/pair0081.txt similarity index 100% rename from data/tubingen-pairs/pair0081.txt rename to data/tuebingen/pair0081.txt diff --git a/data/tubingen-pairs/pair0081_des.txt b/data/tuebingen/pair0081_des.txt similarity index 100% rename from data/tubingen-pairs/pair0081_des.txt rename 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a/data/tubingen-pairs/pair0084_des.txt b/data/tuebingen/pair0084_des.txt similarity index 100% rename from data/tubingen-pairs/pair0084_des.txt rename to data/tuebingen/pair0084_des.txt diff --git a/data/tubingen-pairs/pair0085.txt b/data/tuebingen/pair0085.txt similarity index 100% rename from data/tubingen-pairs/pair0085.txt rename to data/tuebingen/pair0085.txt diff --git a/data/tubingen-pairs/pair0085_des.txt b/data/tuebingen/pair0085_des.txt similarity index 100% rename from data/tubingen-pairs/pair0085_des.txt rename to data/tuebingen/pair0085_des.txt diff --git a/data/tubingen-pairs/pair0086.txt b/data/tuebingen/pair0086.txt similarity index 100% rename from data/tubingen-pairs/pair0086.txt rename to data/tuebingen/pair0086.txt diff --git a/data/tubingen-pairs/pair0086_des.txt b/data/tuebingen/pair0086_des.txt similarity index 81% rename from data/tubingen-pairs/pair0086_des.txt rename to data/tuebingen/pair0086_des.txt index 73022dc..58a1b89 100644 --- a/data/tubingen-pairs/pair0086_des.txt +++ b/data/tuebingen/pair0086_des.txt @@ -4,7 +4,3 @@ Second column: monthly rent in EUR Data from kamernet.nl, gathered by Joris Mooij in 2007 UPDATE v1.0: We removed two instances, with respectively size == 0 and rent == 1 - -Added by Kailash -Reason: missing ground truth -X->Y \ No newline at end of file diff --git a/data/tubingen-pairs/pair0087.txt b/data/tuebingen/pair0087.txt similarity index 100% rename from data/tubingen-pairs/pair0087.txt rename to data/tuebingen/pair0087.txt diff --git a/data/tubingen-pairs/pair0087_des.txt b/data/tuebingen/pair0087_des.txt similarity index 100% rename from data/tubingen-pairs/pair0087_des.txt rename to data/tuebingen/pair0087_des.txt diff --git a/data/tubingen-pairs/pair0088.txt b/data/tuebingen/pair0088.txt similarity index 100% rename from data/tubingen-pairs/pair0088.txt rename to data/tuebingen/pair0088.txt diff --git a/data/tubingen-pairs/pair0088_des.txt b/data/tuebingen/pair0088_des.txt similarity index 96% rename from data/tubingen-pairs/pair0088_des.txt rename to data/tuebingen/pair0088_des.txt index 3a03e7a..178d8b0 100644 --- a/data/tubingen-pairs/pair0088_des.txt +++ b/data/tuebingen/pair0088_des.txt @@ -22,6 +22,3 @@ For the preprocessing, we only take the first measurement for each child, and selected only the columns "age" and "spnbmd" (Relative Change in Spinal BMD). The ground truth should be that age causes relative change in spinal BMD. - -Added by kailash -x -> y \ No newline at end of file diff --git a/data/tubingen-pairs/pair0089.txt b/data/tuebingen/pair0089.txt similarity index 100% rename from data/tubingen-pairs/pair0089.txt rename to data/tuebingen/pair0089.txt diff --git a/data/tubingen-pairs/pair0089_des.txt b/data/tuebingen/pair0089_des.txt similarity index 100% rename from data/tubingen-pairs/pair0089_des.txt rename to data/tuebingen/pair0089_des.txt diff --git a/data/tubingen-pairs/pair0090.txt b/data/tuebingen/pair0090.txt similarity index 100% rename from data/tubingen-pairs/pair0090.txt rename to data/tuebingen/pair0090.txt diff --git a/data/tubingen-pairs/pair0090_des.txt b/data/tuebingen/pair0090_des.txt similarity index 100% rename from data/tubingen-pairs/pair0090_des.txt rename to data/tuebingen/pair0090_des.txt diff --git a/data/tubingen-pairs/pair0091.txt b/data/tuebingen/pair0091.txt similarity index 100% rename from data/tubingen-pairs/pair0091.txt rename to data/tuebingen/pair0091.txt diff --git a/data/tubingen-pairs/pair0091_des.txt b/data/tuebingen/pair0091_des.txt similarity index 100% rename from data/tubingen-pairs/pair0091_des.txt rename to data/tuebingen/pair0091_des.txt diff --git a/data/tubingen-pairs/pair0092.txt b/data/tuebingen/pair0092.txt similarity index 100% rename from data/tubingen-pairs/pair0092.txt rename to data/tuebingen/pair0092.txt diff --git a/data/tubingen-pairs/pair0092_des.txt b/data/tuebingen/pair0092_des.txt similarity index 100% rename from data/tubingen-pairs/pair0092_des.txt rename to data/tuebingen/pair0092_des.txt diff --git a/data/tubingen-pairs/pair0093.txt b/data/tuebingen/pair0093.txt similarity index 100% rename from data/tubingen-pairs/pair0093.txt rename to data/tuebingen/pair0093.txt diff --git a/data/tubingen-pairs/pair0093_des.txt b/data/tuebingen/pair0093_des.txt similarity index 100% rename from data/tubingen-pairs/pair0093_des.txt rename to data/tuebingen/pair0093_des.txt diff --git a/data/tubingen-pairs/pair0094.txt b/data/tuebingen/pair0094.txt similarity index 100% rename from data/tubingen-pairs/pair0094.txt rename to data/tuebingen/pair0094.txt diff --git a/data/tubingen-pairs/pair0094_des.txt b/data/tuebingen/pair0094_des.txt similarity index 100% rename from data/tubingen-pairs/pair0094_des.txt rename to data/tuebingen/pair0094_des.txt diff --git a/data/tubingen-pairs/pair0095.txt b/data/tuebingen/pair0095.txt similarity index 100% rename from data/tubingen-pairs/pair0095.txt rename to data/tuebingen/pair0095.txt diff --git a/data/tubingen-pairs/pair0095_des.txt b/data/tuebingen/pair0095_des.txt similarity index 100% rename from data/tubingen-pairs/pair0095_des.txt rename to data/tuebingen/pair0095_des.txt diff --git a/data/tubingen-pairs/pair0096.txt b/data/tuebingen/pair0096.txt similarity index 100% rename from data/tubingen-pairs/pair0096.txt rename to data/tuebingen/pair0096.txt diff --git a/data/tubingen-pairs/pair0096_des.txt b/data/tuebingen/pair0096_des.txt similarity index 100% rename from data/tubingen-pairs/pair0096_des.txt rename to data/tuebingen/pair0096_des.txt diff --git a/data/tubingen-pairs/pair0097.txt b/data/tuebingen/pair0097.txt similarity index 100% rename from data/tubingen-pairs/pair0097.txt rename to data/tuebingen/pair0097.txt diff --git a/data/tubingen-pairs/pair0097_des.txt b/data/tuebingen/pair0097_des.txt similarity index 100% rename from data/tubingen-pairs/pair0097_des.txt rename to data/tuebingen/pair0097_des.txt diff --git a/data/tubingen-pairs/pair0098.txt b/data/tuebingen/pair0098.txt similarity index 100% rename from data/tubingen-pairs/pair0098.txt rename to data/tuebingen/pair0098.txt diff --git a/data/tubingen-pairs/pair0098_des.txt b/data/tuebingen/pair0098_des.txt old mode 100644 new mode 100755 similarity index 100% rename from data/tubingen-pairs/pair0098_des.txt rename to data/tuebingen/pair0098_des.txt diff --git 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+159 49 +7 25 +247 93 +215 72 +110 36 +227 79 +60 29 +239 87 +197 64 +145 45 +61 29 +240 87 +7 25 +218 74 +225 77 +236 84 +239 87 +242 89 +5 25 +243 90 +241 88 +240 87 +251 97 +226 78 +240 87 +219 74 +253 101 +235 83 +239 86 +222 75 +232 81 +184 58 +16 25 diff --git a/data/tuebingen/pair0101_des.txt b/data/tuebingen/pair0101_des.txt new file mode 100644 index 0000000..a189dab --- /dev/null +++ b/data/tuebingen/pair0101_des.txt @@ -0,0 +1,20 @@ +Information for pair0101: + +Brightness of screen + +This is from an experiment that has been performed to generate an example of a cause-effect relation +that is clearly unconfounded. + +First column (x): grey value of a pixel that is chosen randomly from a fixed image. The grey value +is displayed by the color of a square on a computer screen + +Second column (y): light intensity seen by a photo diode placed several centimeters away from the screen. + +More precisely, the light intensity is measured by the +Adafruit TSL2591 High Dynamic Range Digital Light Sensor connected to an Arduino microcontroler. +https://learn.adafruit.com/adafruit-tsl2591/wiring-and-test + +The measurement has been performed by D. Janzing in August 2016. + +ground truth x->y + diff --git a/data/tuebingen/pair0102.txt b/data/tuebingen/pair0102.txt new file mode 100644 index 0000000..06038d6 --- /dev/null +++ b/data/tuebingen/pair0102.txt @@ -0,0 +1,109 @@ +383 116 +722 176 +431 123 +454 139 +528 148 +331 124 +515 144 +608 155 +597 135 +596 123 +598 143 +634 159 +435 124 +479 141 +593 155 +685 172 +768 187 +811 198 +767 154 +433 136 +551 150 +641 159 +777 190 +771 166 +769 145 +779 172 +775 154 +842 189 +872 195 +418 134 +522 150 +643 166 +766 194 +434 127 +447 140 +554 153 +676 175 +771 198 +758 158 +777 178 +774 153 +821 190 +820 152 +824 188 +878 198 +865 164 +901 193 +880 160 +881 150 +991 176 +1023 195 +438 128 +509 151 +507 127 +525 155 +544 176 +459 146 +468 168 +389 143 +390 181 +390 195 +389 202 +349 148 +215 135 +48 121 +67 147 +55 123 +61 138 +172 160 +145 131 +429 132 +470 158 +470 173 +470 197 +470 204 +428 148 +434 170 +245 119 +558 143 +602 168 +674 197 +648 155 +702 195 +730 204 +715 196 +704 172 +715 197 +715 171 +705 153 +715 182 +732 201 +484 133 +486 161 +487 176 +490 197 +486 175 +490 187 +490 197 +491 164 +494 182 +494 195 +493 174 +498 201 +494 192 +499 203 +495 186 +498 158 +499 179 +501 202 diff --git a/data/tuebingen/pair0102_des.txt b/data/tuebingen/pair0102_des.txt new file mode 100644 index 0000000..e582bec --- /dev/null +++ b/data/tuebingen/pair0102_des.txt @@ -0,0 +1,22 @@ +Information for pair0102: + +position vs. passing time + +pair0102, pair0103, pair0104 are taken from the same run of an experiment at a ball track for children at which some sensors have been mounted to measure the following parameters: + +variable 1: position on the ball track where the ball starts +variable 2: time interval between passing the first and the second light barrier. +variable 3: time interval between passing the third and the fourth light barrier. + +The initial part of the track ("acceleration zone") +has large slope, therefore the initial position is decisive for the speed the ball gets when it rolls downwards. Therefore and because of the order of the light barriers we have the following causal chain: + +variable 1 ---> variable 2 --> variable 3 + +here we have x= variable 1, y= variable 2 + +The data has been measured by D. Janzing in August 2016. + + +ground truth x->y + diff --git a/data/tuebingen/pair0103.txt b/data/tuebingen/pair0103.txt new file mode 100644 index 0000000..3b04e47 --- /dev/null +++ b/data/tuebingen/pair0103.txt @@ -0,0 +1,109 @@ +383 175 +722 212 +431 206 +454 181 +528 178 +331 177 +515 182 +608 185 +597 200 +596 200 +598 189 +634 170 +435 196 +479 221 +593 191 +685 198 +768 202 +811 186 +767 180 +433 212 +551 187 +641 189 +777 213 +771 175 +769 214 +779 193 +775 191 +842 177 +872 192 +418 175 +522 190 +643 188 +766 193 +434 172 +447 177 +554 199 +676 184 +771 192 +758 181 +777 184 +774 182 +821 188 +820 184 +824 195 +878 201 +865 188 +901 179 +880 177 +881 205 +991 185 +1023 188 +438 175 +509 175 +507 173 +525 207 +544 199 +459 198 +468 199 +389 195 +390 181 +390 202 +389 187 +349 226 +215 174 +48 179 +67 196 +55 184 +61 183 +172 194 +145 183 +429 192 +470 182 +470 200 +470 194 +470 208 +428 190 +434 190 +245 173 +558 181 +602 179 +674 180 +648 167 +702 191 +730 187 +715 187 +704 183 +715 186 +715 176 +705 171 +715 185 +732 195 +484 168 +486 187 +487 186 +490 186 +486 171 +490 195 +490 184 +491 183 +494 186 +494 173 +493 197 +498 199 +494 192 +499 188 +495 230 +498 184 +499 206 +501 185 diff --git a/data/tuebingen/pair0103_des.txt b/data/tuebingen/pair0103_des.txt new file mode 100644 index 0000000..c0ddb6b --- /dev/null +++ b/data/tuebingen/pair0103_des.txt @@ -0,0 +1,22 @@ +Information for pair0102: + +position vs. passing time + +pair0102, pair0103, pair0104 are taken from the same run of an experiment at a ball track for children at which some sensors have been mounted to measure the following parameters: + +variable 1: position on the ball track where the ball starts +variable 2: time interval between passing the first and the second light barrier. +variable 3: time interval between passing the third and the fourth light barrier. + +The initial part of the track ("acceleration zone") +has large slope, therefore the initial position is decisive for the speed the ball gets when it rolls downwards. Therefore and because of the order of the light barriers we have the following causal chain: + +variable 1 ---> variable 2 --> variable 3 + +here we have x= variable 1, y= variable 3 + +The data has been measured by D. Janzing in August 2016. + + +ground truth x->y + diff --git a/data/tuebingen/pair0104.txt b/data/tuebingen/pair0104.txt new file mode 100644 index 0000000..25408a1 --- /dev/null +++ b/data/tuebingen/pair0104.txt @@ -0,0 +1,109 @@ +116 175 +176 212 +123 206 +139 181 +148 178 +124 177 +144 182 +155 185 +135 200 +123 200 +143 189 +159 170 +124 196 +141 221 +155 191 +172 198 +187 202 +198 186 +154 180 +136 212 +150 187 +159 189 +190 213 +166 175 +145 214 +172 193 +154 191 +189 177 +195 192 +134 175 +150 190 +166 188 +194 193 +127 172 +140 177 +153 199 +175 184 +198 192 +158 181 +178 184 +153 182 +190 188 +152 184 +188 195 +198 201 +164 188 +193 179 +160 177 +150 205 +176 185 +195 188 +128 175 +151 175 +127 173 +155 207 +176 199 +146 198 +168 199 +143 195 +181 181 +195 202 +202 187 +148 226 +135 174 +121 179 +147 196 +123 184 +138 183 +160 194 +131 183 +132 192 +158 182 +173 200 +197 194 +204 208 +148 190 +170 190 +119 173 +143 181 +168 179 +197 180 +155 167 +195 191 +204 187 +196 187 +172 183 +197 186 +171 176 +153 171 +182 185 +201 195 +133 168 +161 187 +176 186 +197 186 +175 171 +187 195 +197 184 +164 183 +182 186 +195 173 +174 197 +201 199 +192 192 +203 188 +186 230 +158 184 +179 206 +202 185 diff --git a/data/tuebingen/pair0104_des.txt b/data/tuebingen/pair0104_des.txt new file mode 100644 index 0000000..9f31d71 --- /dev/null +++ b/data/tuebingen/pair0104_des.txt @@ -0,0 +1,26 @@ +Information for pair0102: + +position vs. passing time + +pair0102, pair0103, pair0104 are taken from the same run of an experiment at a ball track for children at which some sensors have been mounted to measure the following parameters: + +variable 1: position on the ball track where the ball starts +variable 2: time interval between passing the first and the second light barrier. +variable 3: time interval between passing the third and the fourth light barrier. + +The initial part of the track ("acceleration zone") +has large slope, therefore the initial position is decisive for the speed the ball gets when it rolls downwards. Therefore and because of the order of the light barriers we have the following causal chain: + +variable 1 ---> variable 2 --> variable 3 + +here we have x= variable 2, y= variable 3 + +There is an important difference to pair0097 and pair0098 where the variables where given by the +inverse of the time (i.e. the speed) to pass a pair of light barriers. Here we report the time itself. + + +The data has been measured by D. Janzing in August 2016. + + +ground truth x->y + diff --git a/data/tuebingen/pair0105.txt b/data/tuebingen/pair0105.txt new file mode 100644 index 0000000..bec3b6a --- /dev/null +++ b/data/tuebingen/pair0105.txt @@ -0,0 +1,1000 @@ +243 219 36 250 250 147 228 229 251 55 +237 250 248 247 236 241 246 251 236 50 +101 120 136 236 251 238 26 40 31 38 +102 109 117 249 234 248 98 133 133 46 +249 238 242 89 90 109 102 91 87 41 +113 65 23 251 244 206 147 156 182 47 +1 205 185 12 144 235 58 31 231 47 +245 245 245 245 245 245 245 245 245 56 +16 154 253 24 102 251 25 53 229 48 +204 197 205 153 147 146 179 175 176 44 +228 251 238 91 180 226 180 224 201 48 +160 51 252 39 171 252 20 243 202 50 +108 120 27 16 56 52 60 134 48 40 +214 214 214 214 214 214 214 214 214 48 +40 250 244 39 246 245 65 200 249 53 +70 19 22 29 171 15 64 234 11 42 +74 154 149 91 183 183 49 155 134 41 +213 31 148 55 221 246 236 245 241 53 +242 242 241 232 237 248 246 243 243 55 +201 1 233 133 49 239 36 149 249 50 +20 49 56 52 29 19 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147 49 diff --git a/data/tuebingen/pair0105_des.txt b/data/tuebingen/pair0105_des.txt new file mode 100644 index 0000000..206d237 --- /dev/null +++ b/data/tuebingen/pair0105_des.txt @@ -0,0 +1,21 @@ +Information for pair0105: + +Brightness of screen + +This is from an experiment that has been performed to generate an example of a cause-effect relation +that is clearly unconfounded. Patches of size 3x3 pixel are randomly drawn from a fixed black and white image. The patch is then displayed +as an image of size about several centimeter. A photo diode is placed several centimeter away from the screen at a position where the light intensity is dominated by the patch. +(More precisely, the light intensity is measured by the +Adafruit TSL2591 High Dynamic Range Digital Light Sensor connected to an Arduino microcontroler. +https://learn.adafruit.com/adafruit-tsl2591/wiring-and-test). +pair0101 is based on the same experimental setting, but there the `patches' have size 1 x 1 pixel. + +First column (x): pixel vector of grey values of the patch. + +Second column (y): light intensity seen by a photo diode placed several centimeters away from the screen. + + +The measurement has been performed by D. Janzing in August 2016. + +ground truth x->y + diff --git a/data/tuebingen/pair0106.txt b/data/tuebingen/pair0106.txt new file mode 100644 index 0000000..4366246 --- /dev/null +++ b/data/tuebingen/pair0106.txt @@ -0,0 +1,114 @@ +14439 311 +14131 149 +8008 244 +6600 443 +6250 571 +6375 493 +7155 417 +5994 505 +6692 429 +6055 481 +6018 478 +5507 543 +6126 460 +5507 523 +6668 460 +6450 455 +6838 422 +6627 452 +8297 377 +6487 432 +9013 340 +6415 478 +6315 449 +6386 479 +6435 453 +5580 546 +5638 585 +5618 587 +5573 588 +6060 540 +7058 441 +6922 448 +8427 397 +9649 347 +7436 414 +7684 429 +12543 179 +7303 438 +7433 422 +7342 421 +6684 501 +6612 464 +5700 544 +5564 592 +5683 589 +6275 490 +6274 501 +6463 533 +7642 400 +9608 354 +6362 531 +6537 498 +7545 437 +6421 486 +7342 437 +6478 512 +6801 491 +6783 493 +8006 392 +7974 386 +7864 390 +7913 384 +8086 388 +6666 491 +6468 475 +6508 495 +6643 495 +6620 465 +5712 568 +5739 567 +5637 559 +5655 546 +6158 517 +6095 491 +6135 526 +7090 426 +7252 451 +8569 377 +8788 380 +6027 563 +5916 541 +5628 587 +5572 556 +5637 587 +6873 468 +6793 457 +6427 474 +6424 492 +6790 434 +6961 437 +6388 481 +8044 419 +7806 400 +5989 557 +6559 487 +6101 539 +6634 496 +9611 355 +7036 466 +6834 454 +7618 408 +8005 430 +8281 394 +6421 528 +6389 496 +6420 523 +6243 513 +5941 541 +6470 517 +6937 462 +8122 430 +6063 552 +6267 543 +6834 462 diff --git a/data/tuebingen/pair0106_des.txt b/data/tuebingen/pair0106_des.txt new file mode 100644 index 0000000..1a0ebe0 --- /dev/null +++ b/data/tuebingen/pair0106_des.txt @@ -0,0 +1,18 @@ +Information for pair0106: + +Speed of an electric toy locomotive + + +This is from an experiment where an electric toy locomotive (Maerklin) passes one round at different speeds, controlled by varyring voltage. +The time required by the locomotive has been measured by a pair of light barriers. The voltage has been varied by manually changing the control knob +of a transformer and measured by the analog input of an Arduino after sending the electric AC voltage through a rectifier. + +First column (x): time required for passing one round + +Second column (y): electric voltage + + +The measurement has been performed by D. Janzing in February 2017. + +ground truth x <- y + diff --git a/data/tubingen-pairs/pairmeta.txt b/data/tuebingen/pairmeta.txt similarity index 92% rename from data/tubingen-pairs/pairmeta.txt rename to data/tuebingen/pairmeta.txt index 58a3be2..de3cdb5 100644 --- a/data/tubingen-pairs/pairmeta.txt +++ b/data/tuebingen/pairmeta.txt @@ -94,7 +94,13 @@ 0094 1 1 2 2 0.3333 0095 1 1 2 2 0.3333 0096 1 1 2 2 0.3333 -0097 1 1 2 2 0.5 -0098 1 1 2 2 0.5 +0097 1 1 2 2 0.2 +0098 1 1 2 2 0.2 0099 2 2 1 1 1.0 0100 1 1 2 2 1.0 +0101 1 1 2 2 0.5 +0102 1 1 2 2 0.2 +0103 1 1 2 2 0.2 +0104 1 1 2 2 0.2 +0105 1 9 10 10 0.5 +0106 2 2 1 1 1 diff --git a/sc.py b/sc.py index 0350243..74787bf 100644 --- a/sc.py +++ b/sc.py @@ -6,6 +6,7 @@ """ from __future__ import division from collections import Counter +from decimal import Decimal from math import ceil, e, factorial, log, pi, sqrt @@ -29,33 +30,40 @@ def composition(n): def multinomial_with_recurrence(L, n): total = 1.0 b = 1.0 - d = 10 # seven digit precision + d = 10 bound = int(ceil(2 + sqrt(2 * n * d * log(10)))) # using equation (38) for k in range(1, bound + 1): b = (n - k + 1) / n * b total += b - old_sum = 1.0 + log_old_sum = log2(1.0) + log_total = log2(total) + log_n = log2(n) for j in range(3, L + 1): - new_sum = total + (n * old_sum) / (j - 2) - old_sum = total - total = new_sum - + log_x = log_n + log_old_sum - log_total - log2(j - 2) + x = 2 ** log_x + # log_one_plus_x = (x + 8 * x / (2 + x) + x / (1 + x)) / 6 + log_one_plus_x = log2(1 + x) + # one_plus_x = 1 + n * 2 ** log_old_sum / (2 ** log_total * (j - 2)) + # log_one_plus_x = log2(one_plus_x) + log_new_sum = log_total + log_one_plus_x + log_old_sum = log_total + log_total = log_new_sum + # print log_total, if L == 1: - total = 1.0 - - return total + log_total = log2(1.0) + return log_total -def stochastic_complexity(X): +def stochastic_complexity(X, L=None): freqs = Counter(X) - n, L = len(X), len(freqs) + n = len(X) + L = L or len(freqs) loglikelihood = 0.0 for freq in freqs.itervalues(): loglikelihood += freq * (log2(n) - log2(freq)) - - normalising_term = multinomial_with_recurrence(L, n) - sc = loglikelihood + log2(normalising_term) + log_normalising_term = multinomial_with_recurrence(L, n) + sc = loglikelihood + log_normalising_term return sc @@ -87,6 +95,6 @@ def stochastic_complexity_slow(X): if __name__ == "__main__": import random - X = [random.randint(1, 4) for i in xrange(1000)] + X = [random.randint(1, 200) for i in xrange(1000)] print stochastic_complexity(X) - print stochastic_complexity_slow(X) + # print stochastic_complexity_slow(X) diff --git a/test_benchmark.py b/test_benchmark.py index 86bff3c..04bf1a4 100644 --- a/test_benchmark.py +++ b/test_benchmark.py @@ -4,20 +4,26 @@ """ from __future__ import division import glob +import math import os +import random import re import numpy as np +from scipy.stats import binom -from cisc import cisc +# from cisc import cisc +from anms import cisc from dc import dc -from dr import dr +# from dr import dr from utils import dc_compat, plot_multiline, progress, reverse_argsort XY_TRUTH_PATTERN = re.compile("x\s*-+\s*-*\s*>\s*y", re.IGNORECASE) YX_TRUTH_PATTERN = re.compile("y\s*-+\s*-*\s*>\s*x", re.IGNORECASE) +X_TO_Y = re.compile("x\s*-+\s*-*\s*>\s*y", re.IGNORECASE) + def normalise(data): max_val = max(data) @@ -27,7 +33,7 @@ def normalise(data): def get_ground_truths_of_tubingen_pairs(): tubingen_pairs_dir = os.path.join(os.path.dirname( - __file__), "data", "tubingen-pairs") + __file__), "data", "tuebingen") tubingen_pairs = glob.glob( tubingen_pairs_dir + os.sep + "pair[0-9][0-9][0-9][0-9]_des.txt") @@ -45,7 +51,7 @@ def get_ground_truths_of_tubingen_pairs(): def get_all_tubingen_pairs(): tubingen_pairs_dir = os.path.join(os.path.dirname( - __file__), "data", "tubingen-pairs") + __file__), "data", "tuebingen") tubingen_pairs = glob.glob( tubingen_pairs_dir + os.sep + "pair[0-9][0-9][0-9][0-9].txt") @@ -72,7 +78,25 @@ def preprocess_dc_style(X, scale_factor=20): return X -def test_tubingen_pairs(): +def ptest(X, Y): + nperm = 200 + cisc_score = cisc(X, Y) + diff_orig = abs(cisc_score[0] - cisc_score[1]) + + diff_perms = [] + for i in xrange(nperm): + Y_perm = np.random.permutation(Y) + cisc_score = cisc(X, Y_perm) + diff_perm = abs(cisc_score[0] - cisc_score[1]) + diff_perms.append(diff_perm) + + p_value = sum(diff_orig < diff_perm for diff_perm in diff_perms) / nperm + return p_value < 0.05 + # print diff_orig, sum(diff_orig < diff_perm for diff_perm in diff_perms), + # p_value + + +def decision_rate_vs_accuracy(): epsilon = 0.0 level = 0.05 truths = get_ground_truths_of_tubingen_pairs() @@ -85,6 +109,7 @@ def test_tubingen_pairs(): num_indecisive = 0 res_cisc, res_dc, res_dr = [], [], [] diffs_cisc, diffs_dc, diffs_dr = [], [], [] + ptests = [] progress(0, 95) for i, data in enumerate(load_tubingen_pairs()): @@ -92,6 +117,8 @@ def test_tubingen_pairs(): continue X, Y = data + + # ptests.append(ptest(X, Y)) # if i+1 in [65, 66, 67]: # X, Y = preprocess_dc_style(X, 100), preprocess_dc_style(Y, 100) # else: @@ -104,13 +131,21 @@ def test_tubingen_pairs(): cisc_score = cisc(X, Y) dc_score = cisc_score # dc_score = dc(dc_compat(X), dc_compat(Y)) - dr_score = dc_score + # dr_score = dc_score # dr_score = dr(X.tolist(), Y.tolist(), level) - print cisc_score + # print cisc_score + dr_score = cisc_score diffs_cisc.append(abs(cisc_score[0] - cisc_score[1])) diffs_dc.append(abs(dc_score[0] - dc_score[1])) diffs_dr.append(abs(dr_score[0] - dr_score[1])) + print abs(cisc_score[0] - cisc_score[1]) + if math.isnan(abs(cisc_score[0] - cisc_score[1])): + from collections import Counter + print Counter(X) + print + print Counter(Y) + exit(0) if cisc_score[0] < cisc_score[1]: cause_cisc = "X" elif cisc_score[0] > cisc_score[1]: @@ -154,8 +189,9 @@ def test_tubingen_pairs(): else: res_dr.append(False) - progress(nsample, 95) + # progress(nsample, 95) + exit(0) # print "✓ = %3d ✗ = %3d ~ = %3d" % (num_correct, num_wrong, # num_indecisive) indices_cisc = reverse_argsort(diffs_cisc) @@ -166,28 +202,102 @@ def test_tubingen_pairs(): diffs_dc = [diffs_dc[i] for i in indices_dc] diffs_dr = [diffs_dr[i] for i in indices_dr] + ptests_cisc = [ptests[i] for i in indices_cisc] + res_cisc = [res_cisc[i] for i in indices_cisc] res_dc = [res_dc[i] for i in indices_dc] res_dr = [res_dr[i] for i in indices_dr] - dec_rate = np.arange(0.02, 1.01, 0.01) + sig_correct = 0 + sig_incorrect = 0 + insig_correct = 0 + insig_incorrect = 0 + for i in xrange(len(indices_cisc)): + if res_cisc[i] and ptests_cisc[i]: + sig_correct += 1 + elif not res_cisc[i] and not ptests_cisc[i]: + insig_incorrect += 1 + elif res_cisc[i] and not ptests_cisc[i]: + insig_correct += 1 + else: + sig_incorrect += 1 + + print sig_correct, sig_incorrect, insig_correct, insig_incorrect + print ptests_cisc + print res_cisc + exit(0) + dec_rate = np.arange(0.01, 1.01, 0.01) accs_cisc, accs_dc, accs_dr = [], [], [] fp = open("results/dec_rate_benchmark.dat", "w") for r in dec_rate: - maxIdx = int(r * nsample) + maxIdx = int(round(r * nsample, 0)) rcisc = res_cisc[:maxIdx] rdc = res_dc[:maxIdx] rdr = res_dr[:maxIdx] + b1, b2 = binom(maxIdx, 0.5).interval(0.95) + b1 = b1 / maxIdx + b2 = b2 / maxIdx + accs_cisc.append(sum(rcisc) / len(rcisc)) accs_dc.append(sum(rdc) / len(rdc)) accs_dr.append(sum(rdr) / len(rdr)) - fp.write("%.2f %.2f %.2f %.2f\n" % (r, sum(rdc) / len(rdc), - sum(rdr) / len(rdr), sum(rcisc) / len(rcisc))) + fp.write("%.2f %.2f %.2f %.2f %.2f %.2f\n" % (r, sum(rdc) / len(rdc), + sum(rdr) / len(rdr), sum(rcisc) / len(rcisc), b1, b2)) fp.close() plot_multiline([accs_cisc, accs_dc, accs_dr], dec_rate, [ "CISC", "DC", "DR"], "decision rate", "accuracy", "decision rate versus accuracy") +def load_truth(pnum): + # truth=1 indicates X->Y, and truth=-1 indicates Y->X + data_dir = os.path.join(os.path.dirname(__file__), "data", "tuebingen") + meta_fpath = os.path.join(data_dir, "pair%s_des.txt" % str(pnum).zfill(4)) + with open(meta_fpath, "r") as fp: + content = fp.read() + truth = 1 if X_TO_Y.findall(content) else -1 + return truth + + +def is_multivariate(pnum): + return pnum in [52, 53, 54, 55, 71, 105] + + +def load_pair(pnum): + data_dir = os.path.join(os.path.dirname(__file__), "data", "tuebingen") + data_fpath = os.path.join(data_dir, "pair%s.txt" % str(pnum).zfill(4)) + data = np.loadtxt(data_fpath) + X = data[:, 0] + Y = data[:, 1] + return X, Y + + +def confidence_vs_accuracy(): + # decision value of 1 means X->Y, -1 means Y->X, 0 means X<->Y + npairs = 106 + truths = [] + cisc_decs = [] + + ncorrect = 0 + nsample = 0 + nindecisive = 0 + for pnum in xrange(1, npairs + 1): + if is_multivariate(pnum): + continue + nsample += 1 + X, Y = load_pair(pnum) + truth = load_truth(pnum) + + cisc_score = cisc(X, Y) + signed_conf_cisc = cisc_score[0] - cisc_score[1] + cisc_dec = -np.sign(signed_conf_cisc) + ncorrect += int(cisc_dec == truth) + nindecisive += int(cisc_dec == 0.0) + print pnum, cisc_score, cisc_dec, truth + cisc_decs.append(cisc_dec) + + print ncorrect, nindecisive, nsample + + if __name__ == "__main__": - test_tubingen_pairs() + confidence_vs_accuracy() diff --git a/test_real.py b/test_real.py index 60ad196..e7b6bd0 100644 --- a/test_real.py +++ b/test_real.py @@ -9,7 +9,11 @@ import numpy as np -from cisc import cisc +# from cisc import cisc +from anms import cisc +from dr import dr +from dc import dc +from utils import dc_compat __author__ = "Kailash Budhathoki" @@ -43,7 +47,8 @@ def test_nursery(): def test_car(): - print "testing cisc on car dataset" + print "testing car dataset" + level = 0.05 car_dir = os.path.join(os.path.dirname(__file__), "data", "car") car_dat_path = os.path.join(car_dir, "car.dat") @@ -56,6 +61,10 @@ def test_car(): for i in xrange(nattr - 1): X = data[:, i] cisc_score = cisc(X, Y) + dr_score = dr(X.tolist(), Y.tolist(), level) + dc_score = dc(dc_compat(X), dc_compat(Y)) + + print "CISC::", abs(cisc_score[0] - cisc_score[1]), cisc_score, if cisc_score[0] < cisc_score[1]: print "%s ⇒ %s" % (X_labels[i], Y_label), elif cisc_score[0] > cisc_score[1]: @@ -63,6 +72,25 @@ def test_car(): else: print "%s ~ %s" % (X_labels[i], Y_label), print + + print "DC::", + if dc_score[0] < dc_score[1]: + print "%s ⇒ %s" % (X_labels[i], Y_label), + elif dc_score[0] > dc_score[1]: + print "%s ⇐ %s" % (X_labels[i], Y_label), + else: + print "%s ~ %s" % (X_labels[i], Y_label), + print + + print "DR::", + if dr_score[0] > level and dr_score[1] < level: + print "%s ⇒ %s" % (X_labels[i], Y_label), + elif dr_score[0] < level and dr_score[1] > level: + print "%s ⇐ %s" % (X_labels[i], Y_label), + else: + print "%s ~ %s" % (X_labels[i], Y_label), + print + print @@ -124,6 +152,7 @@ def test_adult(): def test_abalone(): # We do not discretise the variables just as what DR paper does print "testing cisc on abalone dataset" + level = 0.05 abalone_dir = os.path.join(os.path.dirname(__file__), "data", "abalone") abalone_dat_path = os.path.join(abalone_dir, "abalone.dat") data = np.loadtxt(abalone_dat_path) @@ -134,6 +163,10 @@ def test_abalone(): for i in xrange(1, ncols): Y = data[:, i] cisc_score = cisc(sex, Y) + dr_score = dr(sex.tolist(), Y.tolist(), level) + dc_score = dc(dc_compat(sex), dc_compat(Y)) + + print "CISC::", abs(cisc_score[0] - cisc_score[1]), cisc_score, if cisc_score[0] < cisc_score[1]: print "%s ⇒ %s" % ("Sex", colnames[i]), elif cisc_score[0] > cisc_score[1]: @@ -141,6 +174,66 @@ def test_abalone(): else: print "%s ~ %s" % ("Sex", colnames[i]), print + + print "DC::", + if dc_score[0] < dc_score[1]: + print "%s ⇒ %s" % ("Sex", colnames[i]), + elif dc_score[0] > dc_score[1]: + print "%s ⇐ %s" % ("Sex", colnames[i]), + else: + print "%s ~ %s" % ("Sex", colnames[i]), + print + + print "DR::", + if dr_score[0] > level and dr_score[1] < level: + print "%s ⇒ %s" % ("Sex", colnames[i]), + elif dr_score[0] < level and dr_score[1] > level: + print "%s ⇐ %s" % ("Sex", colnames[i]), + else: + print "%s ~ %s" % ("Sex", colnames[i]), + print + + print + + +def test_nlschools(): + print "testing nlschools dataset" + level = 0.05 + abalone_dir = os.path.join(os.path.dirname(__file__), "data", "nlschools") + abalone_dat_path = os.path.join(abalone_dir, "nlschools.dat") + data = np.loadtxt(abalone_dat_path) + score = data[:, 0] + status = data[:, 1] + + cisc_score = cisc(score, status) + dr_score = dr(score.tolist(), status.tolist(), level) + dc_score = dc(dc_compat(score), dc_compat(status)) + + print "CISC::", abs(cisc_score[0] - cisc_score[1]), cisc_score, + if cisc_score[0] < cisc_score[1]: + print "%s ⇒ %s" % ("score", "status"), + elif cisc_score[0] > cisc_score[1]: + print "%s ⇐ %s" % ("score", "status"), + else: + print "%s ~ %s" % ("score", "status"), + print + + print "DC::", + if dc_score[0] < dc_score[1]: + print "%s ⇒ %s" % ("score", "status"), + elif dc_score[0] > dc_score[1]: + print "%s ⇐ %s" % ("score", "status"), + else: + print "%s ~ %s" % ("score", "status"), + print + + print "DR::", + if dr_score[0] > level and dr_score[1] < level: + print "%s ⇒ %s" % ("score", "status"), + elif dr_score[0] < level and dr_score[1] > level: + print "%s ⇐ %s" % ("score", "status"), + else: + print "%s ~ %s" % ("score", "status"), print @@ -181,12 +274,14 @@ def test_acute(): def test_faces(): print "testing cisc on faces dataset" + level = 0.05 faces_dir = os.path.join(os.path.dirname(__file__), "data", "faces") faces_dat_path = os.path.join(faces_dir, "faces.tsv") data = np.loadtxt(faces_dat_path) parameter = data[:, 0] answer = data[:, 1] cisc_score = cisc(parameter, answer) + print cisc_score, abs(cisc_score[0] - cisc_score[1]) if cisc_score[0] < cisc_score[1]: print "%s ⇒ %s" % ("parameter", "answer"), elif cisc_score[0] > cisc_score[1]: @@ -196,11 +291,24 @@ def test_faces(): print cisc_score print + dr_score = dr(parameter.tolist(), answer.tolist(), level) + print "DR::", + if dr_score[0] > level and dr_score[1] < level: + print "%s ⇒ %s" % ("parameter", "answer"), + elif dr_score[0] < level and dr_score[1] > level: + print "%s ⇐ %s" % ("parameter", "answer"), + else: + print "%s ~ %s" % ("parameter", "answer"), + print + print + if __name__ == "__main__": test_faces() - test_acute() - test_abalone() - test_car() - test_nursery() + # test_car() + # test_abalone() + # test_nlschools() + + # test_acute() + # test_nursery() # test_adult() diff --git a/test_synthetic.py b/test_synthetic.py index fadccf6..d9c08aa 100644 --- a/test_synthetic.py +++ b/test_synthetic.py @@ -5,6 +5,7 @@ """ from __future__ import division from functools import partial +import math import random import sys import time @@ -13,6 +14,7 @@ from stat_tests import friedman_test, nemenyi_multitest, bonferroni_dunn_test from cisc import cisc +from crisp import crisp from dc import dc from dr import dr from utils import progress, plot_multiline, reverse_argsort, dc_compat @@ -46,10 +48,10 @@ def map_randomly(Xd, fXd): def generate_X(src, size): if src == "uniform": - maxX = random.randint(1, 10) + maxX = random.randint(2, 10) X = [random.randint(1, maxX) for i in xrange(size)] elif src == "multinomial": - p_nums = [random.randint(1, 10) for i in xrange(random.randint(1, 11))] + p_nums = [random.randint(1, 10) for i in xrange(random.randint(2, 11))] p_vals = [v / sum(p_nums) for v in p_nums] X = np.random.multinomial(size, p_vals, size=1)[0].tolist() X = [[i + 1] * f for i, f in enumerate(X)] @@ -78,6 +80,7 @@ def generate_X(src, size): def generate_additive_N(size): t = random.randint(1, 7) + t = random.randint(1, 3) suppN = range(-t, t + 1) N = [random.choice(suppN) for i in xrange(size)] return N @@ -120,7 +123,6 @@ def _decision_rate(srcX): undecided_dr = (dr_score[0] < level and dr_score[1] < level) or ( dr_score[0] > level and dr_score[1] > level) - # todo(kailash): add the coin flip diff_cisc.append(abs(cisc_score[0] - cisc_score[1])) diff_dc.append(abs(dc_score[0] - dc_score[1])) diff_dr.append(abs(dr_score[0] - dr_score[1])) @@ -180,19 +182,21 @@ def _decision_rate(srcX): def test_accuracy(): - nsim = 5000 + nsim = 1000 size = 5000 level = 0.05 suppfX = range(-7, 8) srcsX = ["uniform", "binomial", "negativeBinomial", "geometric", "hypergeometric", "poisson", "multinomial"] - print "-" * 48 - print "%18s%10s%10s%10s" % ("TYPE_X", "DC", "DR", "CISC") - print "-" * 48 + print "-" * 58 + print "%18s%10s%10s%10s%10s" % ("TYPE_X", "DC", "DR", "CISC", "CRISP") + print "-" * 58 - fp = open("results/accuracy_synthetic.dat", "w") + fp = open("results/accuracy-dtype.dat", "w") + fp.write("%s\t%s\t%s\t%s\t%s\n" % + ("dtype", "dc", "dr", "cisc", "crisp")) for srcX in srcsX: - ncorrect_cisc, ncorrect_dc, ncorrect_dr = 0, 0, 0 + nc_dc, nc_dr, nc_cisc, nc_crisp = 0, 0, 0, 0 for k in xrange(nsim): X = generate_X(srcX, size) suppX = list(set(X)) @@ -200,24 +204,31 @@ def test_accuracy(): N = generate_additive_N(size) Y = [f[X[i]] + N[i] for i in xrange(size)] - cisc_score = cisc(X, Y) dc_score = dc(dc_compat(X), dc_compat(Y)) dr_score = dr(X, Y, level) - - ncorrect_cisc += int(cisc_score[0] < cisc_score[1]) - ncorrect_dc += int(dc_score[0] < dc_score[1]) - ncorrect_dr += int(dr_score[0] > level and dr_score[1] < level) - - print "%18s%10.2f%10.2f%10.2f" % (srcX, ncorrect_dc / nsim, ncorrect_dr / nsim, ncorrect_cisc / nsim) - fp.write("%s %.2f %.2f %.2f\n" % (srcX, ncorrect_dc / - nsim, ncorrect_dr / nsim, ncorrect_cisc / nsim)) - print "-" * 48 + cisc_score = cisc(X, Y) + crisp_score = crisp(X, Y) + + nc_dc += int(dc_score[0] < dc_score[1]) + nc_dr += int(dr_score[0] > level and dr_score[1] < level) + nc_cisc += int(cisc_score[0] < cisc_score[1]) + nc_crisp += int(crisp_score[0] < crisp_score[1]) + + acc_dc = nc_dc / nsim + acc_dr = nc_dr / nsim + acc_cisc = nc_cisc / nsim + acc_crisp = nc_crisp / nsim + print "%18s%10.2f%10.2f%10.2f%10.2f" % (srcX, acc_dc, acc_dr, acc_cisc, acc_crisp) + fp.write("%s\t%.2f\t%.2f\t%.2f\t%.2f\n" % + (srcX, acc_dc, acc_dr, acc_cisc, acc_crisp)) + print "-" * 58 fp.close() +# todo: use crisp def test_accuracy_at_model_space(): - nsim = 500 - size = 1500 + nsim = 1000 + size = 1000 level = 0.05 suppfX = range(-7, 8) S = range(1, 7) @@ -296,76 +307,9 @@ def test_accuracy_at_model_space(): print "%s | %s %s %s | %s %s %s | %s %s %s" % (srcX.center(18), rsc_sc.to_str(nsample_sc), rsc_dc.to_str(nsample_sc), rsc_dr.to_str(nsample_sc), ranm_sc.to_str(nsample_anm), ranm_dc.to_str(nsample_anm), ranm_dr.to_str(nsample_anm), rall_sc.to_str(nsample_all), rall_dc.to_str(nsample_all), rall_dr.to_str(nsample_all)) -def test_accuracy_with_nonparam_tests(): - nsim = 250 - size = 1000 - level = 0.05 - fXd = range(-7, 8) - S = range(1, 7) - srcs = ["uniform", "binomial", "negativeBinomial", - "geometric", "hypergeometric", "poisson", "multinomial"] - - print "%18s%10s%10s%10s" % ("X_TYPE", "ACC(CISC)", "ACC(DC)", "ACC(DR)") - - for src in srcs: - ncorrect_this, nwrong_this, nind_this = 0, 0, 0 - ncorrect_dc, nwrong_dc, nind_dc = 0, 0, 0 - ncorrect_dr, nwrong_dr, nind_dr = 0, 0, 0 - diff_cisc, diff_dc, diff_dr = [], [], [] - - for k in xrange(nsim): - X = generate_X(src, size) - Xd = list(set(X)) - f = map_randomly(Xd, fXd) - t = random.choice(S) - N = range(-t, t + 1) - Y = [f[X[i]] + random.choice(N) for i in xrange(size)] - - cisc_score = cisc(X, Y) - dc_score = dc(dc_compat(X), dc_compat(Y)) - dr_score = dr(X, Y, level) - - diff_cisc.append(abs(cisc_score[0] - cisc_score[1])) - diff_dc.append(abs(dc_score[0] - dc_score[1])) - diff_dr.append(abs(dr_score[0] - dr_score[1])) - - if cisc_score[0] < cisc_score[1]: - ncorrect_this += 1 - elif cisc_score[0] > cisc_score[1]: - nwrong_this += 1 - else: - nind_this += 1 - - if dc_score[0] < dc_score[1]: - ncorrect_dc += 1 - elif dc_score[0] > dc_score[1]: - nwrong_dc += 1 - else: - nind_dc += 1 - - if dr_score[0] > level and dr_score[1] < level: - ncorrect_dr += 1 - - # H0 = all the algorithms are equivalent - iman_davenport, p_value, rankings_avg, rankings_cmp = friedman_test( - diff_cisc, diff_dc, diff_dr) - if p_value < level: # reject H0 - print "rejecting friedmans's H0" - # H0 = anking of CISC is different to each of the other methods - ranks = dict([("cisc", rankings_cmp[0]), - ("dc", rankings_cmp[1]), ("dr", rankings_cmp[2])]) - comparisons, z_values, p_values, adj_p_values = bonferroni_dunn_test( - ranks, "cisc") - print comparisons, z_values, p_values, adj_p_values - else: - print "all the algorithms are the same" - - print "%18s%10.2f%10.2f%10.2f" % (src, ncorrect_this / nsim, ncorrect_dc / nsim, ncorrect_dr / nsim) - - def execute_algorithms(X, Y, nloop): dcX, dcY = dc_compat(X), dc_compat(Y) - dc_t, dr_t, cisc_t = 0, 0, 0 + dc_t, dr_t, cisc_t, crisp_t = 0, 0, 0, 0 for i in xrange(nloop): tstart = time.time() dc(dcX, dcY) @@ -381,44 +325,53 @@ def execute_algorithms(X, Y, nloop): cisc(X, Y) tend = time.time() cisc_t += tend - tstart - return dc_t / nloop, dr_t / nloop, cisc_t / nloop + tstart = time.time() + crisp(X, Y) + tend = time.time() + crisp_t += tend - tstart + + return dc_t / nloop, dr_t / nloop, cisc_t / nloop, crisp_t / nloop -def test_size_vs_runtime(): + +def test_size_runtime(): nloop = 5 suppX = range(20) suppY = range(20) sizes = range(1000000, 11000000, 1000000) - fp = open("results/size_vs_runtime.dat", "w") + fp = open("results/time-size.dat", "w") + fp.write("size\tdc\tdr\tcisc\tcrisp\n") for size in sizes: X = [random.choice(suppX) for i in xrange(size)] Y = [random.choice(suppY) for i in xrange(size)] - dc_t, dr_t, cisc_t = execute_algorithms(X, Y, nloop) - print size, dc_t, dr_t, cisc_t + dc_t, dr_t, cisc_t, crisp_t = execute_algorithms(X, Y, nloop) + print size, dc_t, dr_t, cisc_t, crisp_t sys.stdout.flush() - fp.write("%d %f %f %f\n" % (size, dc_t, dr_t, cisc_t)) + fp.write("%d %f %f %f %f\n" % (size, dc_t, dr_t, cisc_t, crisp_t)) fp.close() -def test_domain_vs_runtime(): +def test_domain_runtime(): nloop = 5 size = 10000 domains = range(100, 1100, 100) - fp = open("results/domain_vs_runtime.dat", "w") + fp = open("results/time-domain.dat", "w") + fp.write("domain\tdc\tdr\tcisc\tcrisp\n") for domain in domains: suppX = range(domain) suppY = range(domain) X = [random.choice(suppX) for i in xrange(size)] Y = [random.choice(suppY) for i in xrange(size)] - dc_t, dr_t, cisc_t = execute_algorithms(X, Y, nloop) - print domain, dc_t, dr_t, cisc_t + dc_t, dr_t, cisc_t, crisp_t = execute_algorithms(X, Y, nloop) + print domain, dc_t, dr_t, cisc_t, crisp_t sys.stdout.flush() - fp.write("%d %f %f %f\n" % (domain, dc_t, dr_t, cisc_t)) + fp.write("%d %f %f %f %f\n" % (domain, dc_t, dr_t, cisc_t, crisp_t)) fp.close() def test_power(): sizes = [1000, 2000, 3000, 4000, 5000] + sizes = [1000] level = 0.05 srcX = "multinomial" nsim_cutoff, nsim_power = 100, 100 @@ -430,7 +383,10 @@ def test_power(): X = generate_X(srcX, size) suppX = list(set(X)) f = map_randomly(suppX, suppfX) - Y = [f[X[i]] for i in xrange(size)] + N = generate_additive_N(size) + # Y = [f[X[i]] + N[i] for i in xrange(size)] + # Y = np.random.permutation(Y).tolist() + Y = generate_X(srcX, size) dc_score = dc(dc_compat(X), dc_compat(Y)) dr_score = dr(X, Y, level) @@ -461,12 +417,119 @@ def test_power(): diffs_dr.append(abs(dr_score[0] - dr_score[1])) diffs_cisc.append(abs(cisc_score[0] - cisc_score[1])) - power_dc = sum(diffs_dc > cutoff_dc) * 1.0 / nsim_power - power_dr = sum(diffs_dr > cutoff_dr) * 1.0 / nsim_power - power_cisc = sum(diffs_cisc > cutoff_cisc) * 1.0 / nsim_power + power_dc = sum(diffs_dc > cutoff_dc) / nsim_power + power_dr = sum(diffs_dr > cutoff_dr) / nsim_power + power_cisc = sum(diffs_cisc > cutoff_cisc) / nsim_power print size, power_dc, power_dr, power_cisc +def test_significance(): + """Perform permutation testing just as with swap randomisation""" + size = 1000 + nperm = 50000 + srcX = "uniform" + suppfX = range(-7, 8) + + X = generate_X(srcX, size) + suppX = list(set(X)) + f = map_randomly(suppX, suppfX) + N = generate_additive_N(size) + Y = [f[X[i]] + N[i] for i in xrange(size)] + cisc_score = cisc(X, Y) + diff_orig = abs(cisc_score[0] - cisc_score[1]) + + diff_perms = [] + for i in xrange(nperm): + Y_perm = np.random.permutation(Y) + cisc_score = cisc(X, Y_perm) + diff_perm = abs(cisc_score[0] - cisc_score[1]) + diff_perms.append(diff_perm) + + p_value = sum(diff_orig < diff_perm for diff_perm in diff_perms) / nperm + print diff_orig, sum(diff_orig < diff_perm for diff_perm in diff_perms), p_value + + +def test_hypercompression(): + m = 500 + size = 2000 + alpha = 0.001 + suppfX = range(-7, 8) + srcX = "uniform" + + # fp = open("results/no-hypercompression.dat", "w") + diffs = [] + for i in xrange(m): + X = generate_X(srcX, size) + suppX = list(set(X)) + f = map_randomly(suppX, suppfX) + N = generate_additive_N(size) + Y = [f[X[i]] + N[i] for i in xrange(size)] + crisp_score = crisp(X, Y) + diff = abs(crisp_score[0] - crisp_score[1]) + if crisp_score[0] > crisp_score[1]: + print "wrong inf", diff + diffs.append(int(diff)) + diffs = sorted(diffs, reverse=True) + # fp.write("sn\tdiff\tsig\n") # header + for k, diff in enumerate(diffs, 1): + log_p_value = -diff + bh_stat = k * alpha / m + log_bh_stat = math.log(bh_stat, 2) + if log_bh_stat < log_p_value: + # fp.write("%i\t%d\t%d\n" % (k, diff, 0)) #reject: not significant + print k, diff, log_bh_stat, log_p_value, 0 + else: + # fp.write("%i\t%d\t%d\n" % (k, diff, 1)) #accept: significant + print k, diff, log_bh_stat, log_p_value, 1 + + # fp.write("%i\t%d\n" % (k, diff)) + # fp.close() + + +def test_sample_size(): + nsim = 2 + level = 0.05 + sizes = [100, 500, 1000, 2500, 5000, 10000] + suppfX = range(-7, 8) + srcX = "uniform" + + fp = open("results/accuracy-size.dat", "w") + diffs = [] + fp.write("%s\t%s\t%s\t%s\t%s\n" % ("size", "dc", "dr", "cisc", "crisp")) + # progress(0, len(sizes)) + for k, size in enumerate(sizes): + nc_dc, nc_dr, nc_cisc, nc_crisp = 0, 0, 0, 0 + for j in xrange(nsim): + X = generate_X(srcX, size) + suppX = list(set(X)) + f = map_randomly(suppX, suppfX) + N = generate_additive_N(size) + Y = [f[X[i]] + N[i] for i in xrange(size)] + + dc_score = dc(dc_compat(X), dc_compat(Y)) + dr_score = dr(X, Y, level) + cisc_score = cisc(X, Y) + crisp_score = crisp(X, Y) + + nc_dc += int(dc_score[0] < dc_score[1]) + nc_dr += int(dr_score[0] > level and dr_score[1] < level) + nc_cisc += int(cisc_score[0] < cisc_score[1]) + nc_crisp += int(crisp_score[0] < crisp_score[1]) + + acc_dc = nc_dc / nsim + acc_dr = nc_dr / nsim + acc_cisc = nc_cisc / nsim + acc_crisp = nc_crisp / nsim + print "%d\t%.2f\t%.2f\t%.2f\t%.2f" % (size, acc_dc, acc_dr, acc_cisc, acc_crisp) + fp.write("%d\t%.2f\t%.2f\t%.2f\t%.2f\n" % + (size, acc_dc, acc_dr, acc_cisc, acc_crisp)) + # progress(k + 1, len(sizes)) + fp.close() + + if __name__ == "__main__": test_accuracy() + test_sample_size() + test_size_runtime() + test_domain_runtime()