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Bayesian Nonparametric Data Analysis|Peter Müller

Bayesian Nonparametric Data Analysis

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Overview

Preface.- Acronyms.- 1.Introduction.- 2.Density Estimation - DP Models.- 3.Density Estimation - Models Beyond the DP.- 4.Regression.- 5.Categorical Data.- 6.Survival Analysis.- 7.Hierarchical Models.- 8.Clustering and Feature Allocation.- 9.Other Inference Problems and Conclusions.- Appendix: DP package.

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Details

  • ISBN-13: 9783319189673
  • ISBN-10: 3319189670
  • Publisher: Springer
  • Publish Date: June 2015
  • Dimensions: 9.21 x 6.14 x 0.5 inches
  • Shipping Weight: 1.03 pounds
  • Page Count: 193

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