no code implementations • 30 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
no code implementations • 13 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.
no code implementations • 7 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.