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Purushottam Kar

Purushottam Kar
POST DOC RESEARCHER
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[New] I will be joining the department of Computer Science and Engineering at IIT Kanpur as an Assistant Professor in the fall of 2015. This webpage will be discontinued shortly after I join. Please visit my other [homepage] for continued updates on my research.

I am a postdoctoral Research Fellow working with the Machine Learning and Optimization group. Previously I was a doctoral student at the Indian Institute of Technology Kanpur where I was fortunate to have been jointly advised by Prof. Harish Karnick and Prof. Manindra Agrawal. I did my bachelor studies from the same institution as well.

I am interested in theoretical and applied aspects in machine learning - presently I am interested in topics such as online learning, multi-armed bandits and kernel learning techniques. I also maintain an avid interest in learning theory, data streaming algorithms, geometry and cognitive science.

I maintain a separate homepage containing details about my research and contact information at the following URL (note that this link resides in a different domain): [my homepage].

Details of some of my recent publications can be found below.

Publications

Talks

  • Large-scale Optimization with Structured, Non-decomposable Performance Measures
    Department of EECS, UCI, August 13, 2015
    Departments of CSE, UCSD, August 14, 2015
  • Learning with Pairwise Losses
    Course Lecture for E0 370: Statistical Learning Theory, October 29, 2013.
    (Instructor: Prof. Shivani Agarwal, Dept. of CSA, IISc)
    [pptx-slides][pdf-slides]

  • Online Learning with Pairwise Loss Functions
    MLSIG Seminar Series, Dept. of CSA, IISc, September 12, 2013.
    [pptx-slides]
  • A pre-Weekend Talk on Online Learning
    TGIF Talk Series, Microsoft Research India, August 23, 2013.
    [pptx-slides]
  • Explicit Feature Methods for Accelerated Kernel Learning,
    Machine Learning and Optimization Group, Microsoft Research India, August 14, 2013.
    [pptx-slides]

Other News

  • ICML Reviewer Award for the year 2015
  • Indian Unit of Pattern Recognition and Artificial Intelligence (IUPRAI) Doctoral Dissertation Award for the year 2014

  • NIPS Reviewer Award for the year 2013

  • Publicity chair, CODS 2016

  • PC Member: AAAI 2016, CODS 2016,  SDM 2015, CODS 2015, CODS 2014

  • Reviewer
    19th International Conference on Artificial Intelligence and Statistics (AISTATS 2016)
    29th Annual Conference on Neural Information Processing Systems (NIPS 2015)
    28th Annual Conference on Learning Theory (COLT 2015)
    32nd International Conference on Machine Learning (ICML 2015)
    24th International Joint Conference on Artificial Intelligence (IJCAI 2015)
    28th Annual Conference on Neural Information Processing Systems (NIPS 2014)
    IEEE Transactions on Pattern Analysis & Machine Intelligence (PAMI)
    IEEE Transactions on Neural Networks and Learning Systems (NNLS)
    IEEE Transactions on IEEE Transactions on Systems, Man, and Cybernetics (SMC)
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS)
    Advances in Computational Mathematics (ACOM