1. Zoltán Szabó
  2. ITE

Source

ITE / README.md

Author Commit Message Date Builds
Zoltán Szabó
README.md: fine-tuned.
Zoltán Szabó
ITE mailing list: set up. README.md: updated accordingly.
Zoltán Szabó
Link to Wiki: fine-tuned.
Zoltán Szabó
Wiki: activated.
Zoltán Szabó
The 'doc' directory has been added to the downloadable archives.
Zoltán Szabó
Block-MMD (maximum mean discrepancy) estimator: added. ITE has been accepted for publication in JMLR; refactorization, documentation upgrade. For details, see 'CHANGELOG.txt'.
Zoltán Szabó
README.md: encoding changed back to UTF8.
Zoltán Szabó
Entropy and Kullback-Leibler divergence estimation based on power spectral density representation and Szego's theorem: added; see 'HShannon_PSD_SzegoT_initialization.m', 'HShannon_PSD_SzegoT_estimation.m', 'DKL_PSD_SzegoT_initialization.m', 'DKL_PSD_SzegoT_estimation.m'; 'quick_test_HShannon.m', 'quick_test_DKL.m', 'quick_test_Dequality.m'.
Zoltán Szabó
MMD (maximum mean discrepancy) estimation based on U- and V-statistics: incomplete Cholesky decomposition based accelerations added; see 'DMMD_Ustat_iChol_initialization.m', 'DMMD_Ustat_iChol_estimation.m', 'DMMD_Vstat_iChol_initialization.m', 'DMMD_Vstat_iChol_estimation.m'. 'quick_test_Dequality.m': updated with the new estimators. Refactorization, documentation upgrade: performed (see CHANGELOG.txt).
Zoltán Szabó
Sharma-Mittal entropy estimation based on (i) k-nearest neighbors (S={k}), and (ii) maximum likehood estimation (MLE) + analytical value in the exponential family: added; see 'HSharmaM_kNN_k_initialization.m', 'HSharmaM_kNN_k_estimation.m', 'HSharmaM_expF_initialization.m', 'HSharmaM_expF_estimation.m'. Quick test for the Sharma-Mittal entropy estimators: added; see 'quick_test_HSharmaM.m'.
Zoltán Szabó
Chi-square mutual information estimation based on Pearson chi-square divergence: added. Shannon entropy estimation based on an alternative linearly corrected spacing method: added. See 'IChiSquare_DChiSquare_initialization', 'IChiSquare_DChiSquare_estimation.m', 'HShannon_spacing_Vplin2_initialization.m', 'HShannon_spacing_Vplin2_estimation.m'. Quick tests updated with the new estimators, see 'quick_test_HShannon.m', 'quick_test_Iimreg.m', 'quick_test_Iindependence.m'.
Zoltán Szabó
README.md: shortened.
Zoltán Szabó
ITE has been accepted for oral presentation at NIPS-2013: MLOSS workshop, README.md: updated.
Zoltán Szabó
Phi-entropy (f-entropy) estimation based on the spacing method, Pearson chi square divergence (chi square distance) estimation based on k-nearest neighbors: added; see 'HPhi_spacing_initialization.m', 'HPhi_spacing_estimation.m', 'DChiSquare_kNN_k_initialization.m', 'DChiSquare_kNN_k_estimation.m'. Quick tests covering the estimators: introduced ('quick_test_HPhi.m', 'quick_test_DChiSquare.m'), updated accordingly ('quick_test_Dequality.m').
Zoltán Szabó
Exponentiated Jensen-Tsallis kernel estimators: added; see 'KEJT1_HT_initialization.m', 'KEJT1_HT_estimation.m', 'KEJT2_DJT_initialization.m', 'KEJT2_DJT_estimation.m'. Quick tests covering the estimators: introduced ('quick_test_EJT1.m', 'quick_test_KEJT2.m'), updated accordingly ('quick_test_Kpos_semidef.m').
Zoltán Szabó
Exponentiated Jensen-Renyi kernel estimators: added; see 'KEJR1_HR_initialization.m', 'KEJR1_HR_estimation.m', 'KEJR2_DJR_initialization.m', 'KEJR2_DJR_estimation.m'. Quick tests covering the estimators: introduced ('quick_test_EJR1.m', 'quick_test_KEJR2.m'), updated accordingly ('quick_test_Kpos_semidef.m').
Zoltán Szabó
README.md: updated.
Zoltán Szabó
Exponentiated Jensen-Shannon kernel, Jensen-Tsallis kernel: added.
Zoltán Szabó
High-level information theoretical estimators: 'eval' changed to 'function handles' to speed up computations. Cost object initialization: now allows setting field values (alpha, number of kNN-s, ...) through its argument. => possibility to override default values, automatic inheritence in meta estimators. Quick tests introduced: consistency of the estimators, positive semi-definiteness of Gram matrices determined by distribution kernels, image registration. Refactorization; documentation: improved, for fu…
Zoltan Szabo
ITE-0.410_code.tar.bz2 -> ITE-0.41_code.tar.bz2 typo in README.md: corrected.
Zoltan Szabo
Probability product kernel estimation based on k-nearest neighbors, Jensen-Shannon kernel estimation: added; see 'KPP_kNN_k_initialization.m', 'KPP_kNN_k_estimation.m', 'KJS_DJS_initialization.m' and 'KJS_DJS_estimation.m'.
Zoltan Szabo
Kernel on distributions (K) object type, expected and Bhattacharyya kernel estimation: added; see K_initialization.m', 'K_estimation.m', 'Kexpected_initialization.m', 'Kexpected_estimation.m', 'KBhattacharyya_kNN_k_initialization.m', 'KBhattacharyya_kNN_k_estimation.m'.
Zoltan Szabo
README.md: Download links: v0.38 -> v0.39.
Zoltan Szabo
Symmetric Bregman distance estimation based on (i) nonsymmetric Bregman distance, (ii) k-nearest neighbors: added; see 'DsymBregman_DBregman_initialization.m', 'DsymBregman_DBregman_estimation.m', 'DsymBregman_kNN_k_initialization.m', 'DsymBregman_kNN_k_estimation.m'.
Zoltan Szabo
Jensen-Tsallis divergence and Bregman distance estimation: added; see 'DJensenTsallis_HTsallis_initialization.m', 'DJensenTsallis_HTsallis_estimation.m', 'DBregman_kNN_k_initialization.m' and 'DBregman_kNN_k_estimation.m'.
Zoltan Szabo
K and L divergence estimation: added; see 'DK_DKL_initialization.m', 'DK_DKL_estimation.m', 'DL_DKL_initialization.m', 'DL_DKL_estimation.m'. Handling 'Y==Q' in case of co.kNNmethod = 'knnsearch': included; see 'kNN_squared_distances.m'. Dimension verification: added to (i) meta estimators, see 'ITsallis_DTsallis_estimation.m', 'DEnergyDist_DMMD_estimation.m', 'DJdistance_estimation.m', 'DJensenRenyi_HRenyi_estimation.m', 'DJensenShannon_HShannon_estimation.m', 'DKL_CCE_HShannon_estimation.m'; (ii) utilities; see 'estimate_Dtemp1.m', 'e…
Zoltan Szabo
Jensen-Renyi divergence, Jensen-Shannon divergence estimation: added; see 'DJensenRenyi_HRenyi_initialization.m', 'DJensenRenyi_HRenyi_estimation.m', 'DJensenShannon_HShannon_initialization.m' and 'DJensenShannon_HShannon_estimation.m'.
Zoltan Szabo
An alternative Jacobi optimization based ICA solution with general entropy/mutual information estimators: added; see 'estimate_ICA.m', 'estimate_ICA_Jacobi2.m'. The method is using a different fining scheme in the rotation angle search compared to 'estimate_ICA_Jacobi1.m'.
Zoltan Szabo
Jacobi optimization based ICA solution with general entropy/mutual information estimators: added; see 'estimate_ICA.m', 'estimate_ICA_Jacobi1.m'
Zoltan Szabo
Two one-dimensional Shannon entropy estimator based on the maximum entropy method: added; see 'HShannon_MaxEnt1_initialization.m', 'HShannon_MaxEnt1_estimation.m', 'HShannon_MaxEnt2_initialization.m', 'HShannon_MaxEnt2_estimation.m'.
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