9 citations · 9 across the 7 of their papers we have counts for
Showing 2019 · cs.LGShow all
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cs.LG2019
Rational Kernels: A survey
Abhishek Ghose
Many kinds of data are naturally amenable to being treated as sequences. An example is text data, where a text may be seen as a sequence of words. Another example is clickstream da…
cs.LG2019
Learning Interpretable Models Using Uncertainty Oracles
Abhishek Ghose, Balaraman Ravindran
A desirable property of interpretable models is small size, so that they are easily understandable by humans. This leads to the following challenges: (a) small sizes typically impl…
cs.LG2019★ 9 cited
Interpretability with Accurate Small Models
Abhishek Ghose, Balaraman Ravindran
Models often need to be constrained to a certain size for them to be considered interpretable. For example, a decision tree of depth 5 is much easier to understand than one of dept…