Cover image for WAIC and WBIC with Python Stan 100 Exercises for Building Logic
Title:
WAIC and WBIC with Python Stan 100 Exercises for Building Logic
Author:
Suzuki, Joe. author.
ISBN:
9789819938414
Edition:
1st ed. 2023.
Physical Description:
XII, 242 p. 44 illus., 38 illus. in color. online resource.
Contents:
Over view of Watanabe's Bayes -- Introduction to Watanabe Bayesian Theory -- MCMC and Stan -- Mathematical Preparation -- Regular Statistical Models -- Information Criteria -- Algebraic Geometry -- The Essence of WAOIC -- WBIC and Its Application to Machine Learning.
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