Tommi S. Jaakkola, Ph.D.
Thomas Siebel Professor of Electrical Engineering and Computer Science and the Institute for Data, Systems, and Society

MIT Computer Science and Artificial Intelligence Laboratory
Stata Center, Bldg 32-G470
Cambridge, MA 02139

tommi at csail dot mit dot edu

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You can view all the papers in reverse chronological order, sets of papers related to broad categories such as machine learning, natural language processing, chemistry, computational biology, or physics, or papers in more specific areas including inference, semi-supervised learning , information retrieval, or reinforcement learning.

Semi-supervised learning papers

  • A. Corduneanu and T. Jaakkola.
    Data dependent regularization.
    In Semi-supervised learning. MIT Press, 2006.
    [pdf]
  • A. Corduneanu and T. Jaakkola.
    Distributed information regularization on graphs.
    In Advances in Neural Information Processing Systems 17, 2004.
    [pdf]
  • A. Corduneanu and T. Jaakkola.
    On information regularization.
    In Proceedings of the Nineteenth Annual Conference on Uncertainty in Artificial Intelligence, 2003.
    [ps.gz]
  • M. Szummer and T. Jaakkola.
    Information regularization with partially labeled data.
    In Advances in Neural Information processing systems 15, 2002.
    [pdf]
  • A. Corduneanu and T. Jaakkola.
    Continuation methods for mixing heterogeneous sources.
    In Proceedings of the Eighteenth Annual Conference on Uncertainty in Artificial Intelligence, 2002.
    [ps.gz]
  • A. Corduneanu and T. Jaakkola.
    Stable mixing of complete and incomplete information.
    MIT AI Memo AIM-2001-030, 2001.
    [pdf]
  • M. Szummer and T. Jaakkola.
    Partially labeled classification with markov random walks.
    In Advances in Neural Information processing systems 14, 2001.
    [ps]
  • M. Szummer and T. Jaakkola.
    Kernel expansions with unlabeled examples.
    In Advances in Neural Information Processing Systems 13. MIT Press, 2000.
    [ps]
  • T. Jaakkola, M. Meila, and T. Jebara.
    Maximum entropy discrimination.
    In Advances in Neural Information Processing Systems 12. MIT Press, 1999.
    [ps]
  • T. Jaakkola, M. Meila, and T. Jebara.
    Maximum entropy discrimination.
    Technical report, MIT, 1999.
    [ps]