Search Results for author: Sivananthan Sampath

Found 3 papers, 0 papers with code

Random Sampling in reproducing kernel subspaces of $L^p({\mathbb R}^n)$

no code implementations30 Sep 2019 Dhiraj Patel, Sivananthan Sampath

In this paper, we study random sampling on reproducing kernel space $V$, which is a range of an idempotent integral operator.

Functional Analysis

Manifold regularization based on Nystr{ö}m type subsampling

no code implementations13 Oct 2017 Abhishake Rastogi, Sivananthan Sampath

In this paper, we study the Nystr{\"o}m type subsampling for large scale kernel methods to reduce the computational complexities of big data.

Image Classification Intrusion Detection +2

Optimal rates for the regularized learning algorithms under general source condition

no code implementations7 Nov 2016 Abhishake Rastogi, Sivananthan Sampath

We consider the learning algorithms under general source condition with the polynomial decay of the eigenvalues of the integral operator in vector-valued function setting.

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