ITE can estimate many different variants of entropy, mutual information and divergence measures.
| Date | Contributor | Description | Rating |
|---|---|---|---|
| 26 Apr 2013 | Zoltan Szabo |
ITE is capable of estimating many different variants of entropy, mutual information, divergence, association measures and cross quantities. Thanks to its highly modular design, ITE supports additionally (i) the combinations of the estimation techniques, (ii) the easy construction and embedding of novel information theoretical estimators, and (iii) their immediate application in information theoretical optimization problems. ITE is
ITE offers solution techniques for Independent Subspace Analysis (ISA) and its extensions to different linear-, controlled-, post nonlinear-, complex valued-, partially observed models, as well as to systems with nonparametric source dynamics. For further details, see https://bitbucket.org/szzoli/ite/ |
| Tag | Applied By | Date/Time |
|---|---|---|
| jensen-rényi divergence | Zoltan Szabo | 26 Apr 2013 at 12:51pm |
| jensen-shannon divergence | Zoltan Szabo | 26 Apr 2013 at 12:51pm |
| j divergence | Zoltan Szabo | 26 Apr 2013 at 12:51pm |
| i directed divergence | Zoltan Szabo | 26 Apr 2013 at 12:51pm |
| hilbert-schmidt independence criterion | Rishi Relan | 7 Apr 2013 at 1:46am |
| jacobi optimization | Zoltan Szabo | 22 Mar 2013 at 6:44am |
| givens rotation | Zoltan Szabo | 22 Mar 2013 at 6:43am |
| cauchy-schwartz divergence | Shantanu K | 21 Mar 2013 at 1:11pm |
| centered correntropy induced metric | Kausik | 12 Mar 2013 at 4:03pm |
| complex mutual information | Kausik | 12 Mar 2013 at 4:03pm |
| maximum entropy distribution | Zoltan Szabo | 6 Mar 2013 at 3:47am |
| d-optimality | Zoltan Szabo | 25 Feb 2013 at 6:44am |
| serial update | Zoltan Szabo | 13 Feb 2013 at 2:55am |
| equivariant estimation | Zoltan Szabo | 9 Feb 2013 at 5:34am |
| adaptive partitioning | Zoltan Szabo | 9 Feb 2013 at 5:34am |
| blind source separation | Zoltan Szabo | 8 Feb 2013 at 3:24am |
| upper tail dependence | Zoltan Szabo | 25 Jan 2013 at 9:13am |
| scale invariance | Zoltan Szabo | 13 Jan 2013 at 5:43am |
| upper orthant dependence | Zoltan Szabo | 13 Jan 2013 at 5:43am |
| lower orthant dependence | Zoltan Szabo | 13 Jan 2013 at 5:43am |
| lower tail dependence | Zoltan Szabo | 13 Jan 2013 at 5:43am |
| tail dependence | Zoltan Szabo | 13 Jan 2013 at 5:43am |
| extremal dependence measure | Zoltan Szabo | 13 Jan 2013 at 5:43am |
| tail-dependence coefficient alternative | Zoltan Szabo | 13 Jan 2013 at 5:43am |
| multivariate extreme value theory | Zoltan Szabo | 13 Jan 2013 at 5:43am |
| conditional dependence measure | Zoltan Szabo | 13 Jan 2013 at 5:43am |
| multivariate conditional version of spearman's rho | Zoltan Szabo | 13 Jan 2013 at 5:43am |
| energy distance | Lenny | 3 Jan 2013 at 2:21am |
| multivariate generalization of medial correlation coefficient | Zoltan Szabo | 2 Jan 2013 at 4:48pm |
| multivariate extension of blomqvist's beta | Zoltan Szabo | 2 Jan 2013 at 4:48pm |
| average pairwise spearman's rho | Zoltan Szabo | 2 Jan 2013 at 4:48pm |
| approximate correntropy independence measure | Zoltan Szabo | 28 Dec 2012 at 8:46am |
| centered correntropy induced metric | Zoltan Szabo | 28 Dec 2012 at 8:46am |
| correntropy induced metric | Zoltan Szabo | 28 Dec 2012 at 8:46am |
| correntropy coefficient | Zoltan Szabo | 28 Dec 2012 at 8:46am |
| centered correntropy | Zoltan Szabo | 28 Dec 2012 at 8:46am |
| correntropy | Zoltan Szabo | 28 Dec 2012 at 8:46am |
| semimetric space of negative type | Zoltan Szabo | 22 Dec 2012 at 8:43am |
| cramer-von mises distance | Zoltan Szabo | 22 Dec 2012 at 8:15am |
| energy distance | Zoltan Szabo | 22 Dec 2012 at 8:15am |
| distance variance | Zoltan Szabo | 15 Dec 2012 at 4:16am |
| distance correlation | Zoltan Szabo | 15 Dec 2012 at 4:14am |
| distance covariance | Zoltan Szabo | 15 Dec 2012 at 4:14am |
| v-statistics | Zoltan Szabo | 12 Dec 2012 at 6:14am |
| u-statistics | Zoltan Szabo | 12 Dec 2012 at 6:14am |
| grade correlation coefficient | Zoltan Szabo | 11 Dec 2012 at 4:28am |
| measure of concordance | Zoltan Szabo | 10 Dec 2012 at 4:37pm |
| hellinger affinity | Zoltan Szabo | 9 Dec 2012 at 1:28pm |
| integral probability metric | Zoltan Szabo | 9 Dec 2012 at 7:14am |
| association measure | Zoltan Szabo | 7 Dec 2012 at 12:41pm |
| multivariate extensions of spearman's rank correlation coefficient | Zoltan Szabo | 7 Dec 2012 at 12:41pm |
| multivariate extensions of spearman's rho | Zoltan Szabo | 7 Dec 2012 at 12:41pm |
| kernel distance | Zoltan Szabo | 7 Dec 2012 at 5:58am |
| multivariate edgeworth expansion | Zoltan Szabo | 3 Dec 2012 at 4:06pm |
| amari-index | Zoltan Szabo | 3 Dec 2012 at 4:06pm |
| isa separation principle | Zoltan Szabo | 3 Dec 2012 at 4:05pm |
| spectral clustering | Zoltan Szabo | 3 Dec 2012 at 4:05pm |
| symmetrised kullback-leibler divergence | Zoltan Szabo | 3 Dec 2012 at 4:05pm |
| hilbert transformation | Zoltan Szabo | 3 Dec 2012 at 4:05pm |
| bhattacharyya coefficient | Zoltan Szabo | 3 Dec 2012 at 4:05pm |
| relative entropy | Zoltan Szabo | 3 Dec 2012 at 4:05pm |
| parzen window method | Zoltan Szabo | 3 Dec 2012 at 4:05pm |
| voronoi regions | Zoltan Szabo | 3 Dec 2012 at 4:05pm |
| havrda and charvát entropy | Zoltan Szabo | 3 Dec 2012 at 4:05pm |
| plug-in methods | Zoltan Szabo | 1 Dec 2012 at 4:25pm |
| kernel density estimation | Zoltan Szabo | 1 Dec 2012 at 4:25pm |
| euclidean distance based divergence | Zoltan Szabo | 1 Dec 2012 at 8:07am |
| cauchy-schwartz divergence | Zoltan Szabo | 1 Dec 2012 at 8:07am |
| euclidean distance based quadratic mutual information | Zoltan Szabo | 1 Dec 2012 at 8:07am |
| cauchy-schwartz quadratic mutual information | Zoltan Szabo | 1 Dec 2012 at 8:07am |
| l2 divergence | Josh Aresty | 26 Nov 2012 at 2:49pm |
| cross-entropy | Zoltan Szabo | 25 Nov 2012 at 2:50pm |
| kullback-leibler divergence | Zoltan Szabo | 16 Nov 2012 at 6:58am |
| sample spacing | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| ensemble methods | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| random projection | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| geodesic spanning forest | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| minimum spanning tree | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| copula methods | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| k-nearest neighbors | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| kernel techniques | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| nonparametric methods | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| j-distance | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| maximum mean discrepancy | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| bhattacharyya distance | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| hellinger distance | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| tsallis divergence | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| rényi divergence | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| l2 divergence | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| complex mutual information | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| complex entropy | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| schweizer-wolff's kappa | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| schweizer-wolff's sigma | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| multivariate version of hoeffding's phi | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| copula-based kernel dependency | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| tsallis mutual information | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| rényi mutual information | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| l2 mutual information | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| shannon mutual information | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| hilbert-schmidt independence criterion | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| kernel generalized variance | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| kernel canonical correlation analysis | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| generalized variance | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| tsallis entropy | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| rényi entropy | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| shannon entropy | Zoltan Szabo | 10 Nov 2012 at 9:11am |
| independent process analysis | Zoltan Szabo | 21 Oct 2012 at 8:32am |
| independent subspace analysis | Zoltan Szabo | 21 Oct 2012 at 8:32am |
| divergence | Zoltan Szabo | 21 Oct 2012 at 8:32am |
| mutual information | Zoltan Szabo | 21 Oct 2012 at 8:32am |
| entropy | Zoltan Szabo | 21 Oct 2012 at 8:32am |