P Balamurugan

Assistant Professor

Industrial Engineering and Operations Research (IEOR)

Indian Institute of Technology, Bombay (IIT-B)

Powai, Mumbai, Maharashtra, India.

email: balamurugan.palaniappan@iitb.ac.in

Research Interests

My primary research theme is to develop efficient optimization methods and algorithms for various machine learning, data mining problems. This involves investigation of both the theoretical and practical aspects of optimization methodologies. The interplay between statistical, learning theoretic, algorithmic and probabilistic aspects of machine learning models also fascinate me. I am also interested in looking into applications of machine learning and data mining in relatively less explored directions. I am also looking into theoretical and practical aspects of Deep Learning tools. 

Publications

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2023


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2018

2017

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2015

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2013


2012


2011

Oral Abstracts

2023

2021

2018

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Technical Reports and Preprints

Talks

Post-doctoral Research

During January 2015-December 2016, I was a post doctoral researcher at SIERRA Project Team, INRIA-Ecole Normale Superieure mentored by Professor Francis Bach.

During January-September 2017, I was a post-doc in the Signal, Statistique et Apprentissage (S2A) Group, Telecom-ParisTech, Paris, where I was mentored by Professor Stéphan Clémençon and Professor Florence d’Alché-Buc.

Education Details


Work Experience

Teaching Assistance

M.E. Thesis

Awards

Review Responsibility

Other Activities