Tommi S. Jaakkola, Ph.D.
Professor of Electrical Engineering and Computer Science

MIT Computer Science and Artificial Intelligence Laboratory
Stata Center, Bldg 32-G498
Cambridge, MA 02139

E-mail: tommi at csail.mit.edu

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Research

Semi-supervised 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.
    [gzipped postscript]

  • 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.
    [gzipped postscript]

  • 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.
    [postscript]

  • M. Szummer and T. Jaakkola.
    Kernel expansions with unlabeled examples.
    In Advances in Neural Information Processing Systems 13. MIT Press, 2000.
    [postscript], [gzipped postscript]

  • T. Jaakkola, M. Meila, and T. Jebara.
    Maximum entropy discrimination.
    In Advances in Neural Information Processing Systems 12. MIT Press, 1999.
    [postscript], [gzipped postscript]

  • T. Jaakkola, M. Meila, and T. Jebara.
    Maximum entropy discrimination.
    Technical Report AITR-1668, MIT, 1999.
    [postscript], [gzipped postscript]