Thomas L. Griffiths

  1. The nested Chinese restaurant process and Bayesian nonparametric inference of topic hierarchies.

    Authors: Michael I. Jordan, David M. Blei, Thomas L. Griffiths
    Subjects: Machine Learning
    Abstract

    We present the nested Chinese restaurant process (nCRP), a stochastic process
    which assigns probability distributions to infinitely-deep,
    infinitely-branching trees. We show how this stochastic process can be used as
    a prior distribution in a Bayesian nonparametric model of document collections.
    Specifically, we present an application to information retrieval in which
    documents are modeled as paths down a random tree, and the preferential
    attachment dynamics of the nCRP leads to clustering of documents according to
    sharing of topics at multiple levels of abstraction.

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