Publications

Peer reviewed publications with associated slides, posters, code, etc.

• Adaptive Sampling for SGD by Exploiting Side Information
  

  Siddharth Gopal
  ICML 2016
  [pdf] [slides]
  Large-scale Structured Learning
  

  Siddharth Gopal
  Thesis Document, Aug 2014
  [School of Computer Science, Distinguished Dissertation Award]
  [pdf]
• Transformation Based Probabilistic Clustering with Supervision
  

  Siddharth Gopal, Yiming Yang
  UAI 2014
  [pdf] [supplementary] [code]
• Hierarchical Bayesian Inference and Recursive Regularization for Large-scale Classification
  

  Siddharth Gopal, Yiming Yang
  Transactions in Knowledge Discovery and Datamining 2014
  [pdf]
• von-Mises Fisher Clustering Models
  

  Siddharth Gopal, Yiming Yang
  ICML 2014
  [pdf] [supplementary] [slides] [poster] [Hierarchical Browser ]
• Recursive regularization for Large-scale Classification with Hierarchical and Graphical Dependencies. [Best student paper runner up]
  

  Siddharth Gopal, Yiming Yang
  SIGKDD 2013
  [pdf] [slides] [poster] [notes]
• Distributed Training of Large-scale Logistic models.

  Siddharth Gopal, Yiming Yang
  ICML 2013
  [pdf] [slides] [poster] [code] [video]
• Bayesian Models for Large-scale Hierarchical Classification.

  Siddharth Gopal, Yiming Yang, Bing Bai, Alexandru Niculescu-Mizil.
  NIPS 2012
  [pdf] [supplementary] [poster] [code]
• A Regularization Framework for Large-scale Hierarchical Classification.

  Siddharth Gopal, Yiming Yang, Alexandru Niculescu-Mizil.
  Large-scale Hierarchical Text Classification Challenge - ECML 2012
  [pdf] [slides]
• Multilabel Classification with Meta-level Features in Learning to Rank Framework.

  Yiming Yang, Siddharth Gopal
  Machine Learning Journal 2011
  [pdf]
• Statistical Learning for File-type Identification.

  Siddharth Gopal, Yiming Yang , Konstantin Salomatin, Jaime Carbonell.
  ICMLA 2011
  [pdf] [poster] [code,details]
• CiteData: Multi-faceted Dataset for Evaluating Personalized Search Performance.

  Abhay Harpale, Yiming Yang , Siddharth Gopal, Daqing He, Zhen Yue.
  CIKM 2010
  [pdf] [data]
• Multilabel Classification with Meta-level Features.

  Siddharth Gopal, Yiming Yang.
  SIGIR 2010
  [pdf] [slides]
• CiteEval for evaluating personalized social web search.

  Zhen Yue, Abhay Harpale, Daqing He, Jonathan Grady, Yiling Lin, Jon Walker, Siddharth Gopal, Yiming Yang.
  In the Future of IR Evaluations - SIGIR 2009
  [pdf]

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Siddharth Gopal
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