The Information Bottleneck Problem and Its Applications in Machine Learning
IEEE J. Sel. Areas Inf. Theory, pp. 19-38, 2020.
Inference capabilities of machine learning (ML) systems skyrocketed in recent years, now playing a pivotal role in various aspect of society. The goal in statistical learning is to use data to obtain simple algorithms for predicting a random variable $Y$ from a correlated observation $X$ . Since the dimension of $X$ is ty...More
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