Search Results for author: Ali Al-Bashabsheh

Found 5 papers, 2 papers with code

Neural Entropic Estimation: A faster path to mutual information estimation

1 code implementation30 May 2019 Chung Chan, Ali Al-Bashabsheh, Hing Pang Huang, Michael Lim, Da Sun Handason Tam, Chao Zhao

In particular, we show that MI-NEE reduces to MINE in the special case when the reference distribution is the product of marginal distributions, but faster convergence is possible by choosing the uniform distribution as the reference distribution instead.

Mutual Information Estimation

Agglomerative Info-Clustering

no code implementations18 Jan 2017 Chung Chan, Ali Al-Bashabsheh, Qiaoqiao Zhou

An agglomerative clustering of random variables is proposed, where clusters of random variables sharing the maximum amount of multivariate mutual information are merged successively to form larger clusters.

Duality between Feature Selection and Data Clustering

no code implementations27 Sep 2016 Chung Chan, Ali Al-Bashabsheh, Qiaoqiao Zhou, Tie Liu

The feature-selection problem is formulated from an information-theoretic perspective.

Combinatorial Optimization

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