30 citations · 39 across the 14 of their papers we have counts for
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cs.LG2014
Causality Networks
Ishanu Chattopadhyay
While correlation measures are used to discern statistical relationships between observed variables in almost all branches of data-driven scientific inquiry, what we are really int…
cs.LG2014★ 2 cited
Data Smashing
Ishanu Chattopadhyay, Hod Lipson
Investigation of the underlying physics or biology from empirical data requires a quantifiable notion of similarity - when do two observed data sets indicate nearly identical gener…
cs.IT2014
Computing Entropy Rate Of Symbol Sources & A Distribution-free Limit Theorem
Ishanu Chattopadhyay, Hod Lipson
Entropy rate of sequential data-streams naturally quantifies the complexity of the generative process. Thus entropy rate fluctuations could be used as a tool to recognize dynamical…