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P. N. Karthik

13 papers hereh-index 578 citations17 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author6
  • middle author6
  • last author1

Across the 13 of 13 papers where every author was matched, so the position is known.

fields
  • cs.LG6
  • cs.IT4
  • stat.ML2
  • math.ST1

identity via Semantic Scholar / OpenAlex

activity
20172026
most citedFederated Best Arm Identification with Heterogeneous Clients

4 citations · 9 across the 12 of their papers we have counts for

collaborators
Showing cs.ITShow all

4 papers · 1 filter

cs.IT2021★ 3 cited

Learning to Detect an Odd Restless Markov Arm with a Trembling Hand

P. N. Karthik, Rajesh Sundaresan

This paper studies the problem of finding an anomalous arm in a multi-armed bandit when (a) each arm is a finite-state Markov process, and (b) the arms are restless. Here, anomaly…

cs.IT2020★ 1 cited

Detecting an Odd Restless Markov Arm with a Trembling Hand

P. N. Karthik, Rajesh Sundaresan

In this paper, we consider a multi-armed bandit in which each arm is a Markov process evolving on a finite state space. The state space is common across the arms, and the arms are…

cs.IT2019

Learning to Detect an Odd Markov Arm

P. N. Karthik, Rajesh Sundaresan

A multi-armed bandit with finitely many arms is studied when each arm is a homogeneous Markov process on an underlying finite state space. The transition law of one of the arms, re…

cs.IT2017

On The Equivalence of Projections In Relative α-Entropy and Rényi Divergence

P. N. Karthik, Rajesh Sundaresan

The aim of this work is to establish that two recently published projection theorems, one dealing with a parametric generalization of relative entropy and another dealing with Rény…

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