289 citations · 1.3k across the 22 of their papers we have counts for
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cs.LG2012★ 30 cited
A Binary Classification Framework for Two-Stage Multiple Kernel Learning
Abhishek Kumar, Alexandru Niculescu-Mizil, Koray Kavukcuoglu +1
With the advent of kernel methods, automating the task of specifying a suitable kernel has become increasingly important. In this context, the Multiple Kernel Learning (MKL) proble…
cs.LG2012★ 252 cited
Learning Task Grouping and Overlap in Multi-task Learning
Abhishek Kumar, Hal Daume
In the paradigm of multi-task learning, mul- tiple related prediction tasks are learned jointly, sharing information across the tasks. We propose a framework for multi-task learn-…