Chapman and Hall/Crc Texts in Statistical Science Ser.: Bayesian Data Analysis by Donald B. Rubin, John B. Carlin, Hal S. Stern, David B. Dunson and Andrew Gelman (2013, Hardcover)
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ISBN-13: 9781439840955, 978-1439840955. For undergraduate students, it introduces Bayesian inference starting from first principles. For graduate students, the text presents effective current approaches to Bayesian modeling and computation in statistics and related fields.