Search Results for author: Raman Sankaran

Found 4 papers, 1 papers with code

Censored Semi-Bandits for Resource Allocation

no code implementations12 Apr 2021 Arun Verma, Manjesh K. Hanawal, Arun Rajkumar, Raman Sankaran

The loss depends on two hidden parameters, one specific to the arm but independent of the resource allocation, and the other depends on the allocated resource.

Multi-Armed Bandits

Censored Semi-Bandits: A Framework for Resource Allocation with Censored Feedback

1 code implementation NeurIPS 2019 Arun Verma, Manjesh K. Hanawal, Arun Rajkumar, Raman Sankaran

We study this novel setting by establishing its `equivalence' to Multiple-Play Multi-Armed Bandits(MP-MAB) and Combinatorial Semi-Bandits.

Multi-Armed Bandits

Spectral Norm Regularization of Orthonormal Representations for Graph Transduction

no code implementations NeurIPS 2015 Rakesh Shivanna, Bibaswan K. Chatterjee, Raman Sankaran, Chiranjib Bhattacharyya, Francis Bach

We propose an alternative PAC-based bound, which do not depend on the VC dimension of the underlying function class, but is related to the famous Lov\'{a}sz~$\vartheta$ function.

Controlled Sparsity Kernel Learning

no code implementations31 Dec 2013 Dinesh Govindaraj, Raman Sankaran, Sreedal Menon, Chiranjib Bhattacharyya

The CSKL formulation introduces a parameter t which directly corresponds to the number of kernels selected.

Object Categorization

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