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Bayesian nonparametricsNils Lid Hjort

Bayesian nonparametrics

2010304 pages
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6 editions

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"Bayesian nonparametrics works - theoretically, computationally. The theory provides highly flexible models whose complexity grows appropriately with the amount of data. Computational issues, though challenging, are no longer intractable. All that is needed is an entry point: this intelligent book is the perfect guide to what can seem a forbidding landscape. Tutorial chapters by Ghosal, Lijoi and Prünster, Teh and Jordan, and Dunson advance from theory, to basic models and hierarchical modeling, to applications and implementation, particularly in computer science and biostatistics. These are…

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Editions

6 editions
  • Other · English · 2011
    Cambridge University Press · 309 pages · 9781283067966
  • Other · English · 2011
    Cambridge University Press · 9780511802478
  • Other · English · 2011
    Cambridge University Press · 9780511669262
  • Other · English · 2010
    Cambridge University Press · 9780511672118
  • Other · English · 2010
    Cambridge University Press · 9780511673382
  • Other · English · 2010
    Cambridge University Press · 299 pages · 9780521513463
Nonparametric statisticsBayesian statistical decision theory