Extension of Path Probability Method to Approximate Inference over Time (2009)
There has been a tremendous growth in publicly available digital video footage over the past decade. This has necessitated the development of new techniques in computer vision geared towards...
Extension of Path Probability Method to Approximate Inference over Time (2009)
There has been a tremendous growth in publicly available digital video footage over the past decade. This has necessitated the development of new techniques in computer vision geared towards...
Randomized Algorithms for Large scale SVMs (2009)
Jethava, Vinay, Suresh, Krishnan, Bhattacharyya, Chiranjib, Hariharan, Ramesh
We propose a randomized algorithm for training Support vector machines(SVMs) on large datasets. By using ideas from Random projections we show that the combinatorial dimension of SVMs is $O({log} n)$...