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cs.IT2018
Estimators for Multivariate Information Measures in General Probability Spaces
Arman Rahimzamani, Himanshu Asnani, Pramod Viswanath +1
Information theoretic quantities play an important role in various settings in machine learning, including causality testing, structure inference in graphical models, time-series p…
cs.IT2017
Potential Conditional Mutual Information: Estimators, Properties and Applications
Arman Rahimzamani, Sreeram Kannan
The conditional mutual information I(X;Y|Z) measures the average information that X and Y contain about each other given Z. This is an important primitive in many learning problems…