357 citations · 1.3k across the 33 of their papers we have counts for
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cs.LG2012★ 9 cited
Supervised Learning with Similarity Functions
Purushottam Kar, Prateek Jain
We address the problem of general supervised learning when data can only be accessed through an (indefinite) similarity function between data points. Existing work on learning with…
cs.LG2012★ 123 cited
Random Feature Maps for Dot Product Kernels
Purushottam Kar, Harish Karnick
Approximating non-linear kernels using feature maps has gained a lot of interest in recent years due to applications in reducing training and testing times of SVM classifiers and o…