Introduction to Bayesian Statistics

Introduction to Bayesian Statistics pdf epub mobi txt 電子書 下載2025

出版者:Springer
作者:Karl-Rudolf Koch
出品人:
頁數:258
译者:
出版時間:2007
價格:USD 149.00
裝幀:Hardcover
isbn號碼:9783540727231
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圖書標籤:
  • statistics 
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The Introduction to Bayesian Statistics (2nd Edition) presents Bayesa (TM) theorem, the estimation of unknown parameters, the determination of confidence regions and the derivation of tests of hypotheses for the unknown parameters, in a manner that is simple, intuitive and easy to comprehend. The methods are applied to linear models, in models for a robust estimation, for prediction and filtering and in models for estimating variance components and covariance components. Regularization of inverse problems and pattern recognition are also covered while Bayesian networks serve for reaching decisions in systems with uncertainties. If analytical solutions cannot be derived, numerical algorithms are presented such as the Monte Carlo integration and Markov Chain Monte Carlo methods.

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