Search Results for author: Sanjit S. Batra

Found 2 papers, 0 papers with code

Feature Selection through Minimization of the VC dimension

no code implementations27 Oct 2014 Jayadeva, Sanjit S. Batra, Siddharth Sabharwal

For a linear hyperplane classifier in the input space, the VC dimension is upper bounded by the number of features; hence, a linear classifier with a small VC dimension is parsimonious in the set of features it employs.

Drug Discovery Feature Selection +1

Learning a hyperplane regressor by minimizing an exact bound on the VC dimension

no code implementations16 Oct 2014 Jayadeva, Suresh Chandra, Siddarth Sabharwal, Sanjit S. Batra

The capacity of a learning machine is measured by its Vapnik-Chervonenkis dimension, and learning machines with a low VC dimension generalize better.

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