Bayesian Books

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Bayesian Data Analysis Bayesian Data Analysis (Hardcover)
by (shelved 9 times as bayesian)
avg rating 4.21 — 536 ratings — published 1995
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Doing Bayesian Data Analysis: A Tutorial Introduction with R and BUGS Doing Bayesian Data Analysis: A Tutorial Introduction with R and BUGS (Hardcover)
by (shelved 7 times as bayesian)
avg rating 4.35 — 371 ratings — published
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Think Bayes: Bayesian Statistics in Python Think Bayes: Bayesian Statistics in Python (Kindle Edition)
by (shelved 6 times as bayesian)
avg rating 3.94 — 281 ratings — published 2012
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Data Analysis Using Regression and Multilevel/Hierarchical Models Data Analysis Using Regression and Multilevel/Hierarchical Models (Paperback)
by (shelved 5 times as bayesian)
avg rating 4.36 — 290 ratings — published 2006
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DATA ANALYSIS:BAYESIAN TUTORIAL 2E PAPER: A Bayesian Tutorial DATA ANALYSIS:BAYESIAN TUTORIAL 2E PAPER: A Bayesian Tutorial (Paperback)
by (shelved 5 times as bayesian)
avg rating 4.18 — 98 ratings — published 1996
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Bayesian Reasoning and Machine Learning Bayesian Reasoning and Machine Learning (Hardcover)
by (shelved 4 times as bayesian)
avg rating 4.10 — 193 ratings — published 2012
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Pattern Recognition and Machine Learning (Information Science and Statistics) Pattern Recognition and Machine Learning (Information Science and Statistics)
by (shelved 3 times as bayesian)
avg rating 4.32 — 1,890 ratings — published
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Bayesian Methods for Hackers: Probabilistic Programming and Bayesian Inference Bayesian Methods for Hackers: Probabilistic Programming and Bayesian Inference (Paperback)
by (shelved 3 times as bayesian)
avg rating 3.99 — 209 ratings — published 2014
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Bayes Theorem Examples: A Visual Guide For Beginners Bayes Theorem Examples: A Visual Guide For Beginners (Kindle Edition)
by (shelved 2 times as bayesian)
avg rating 4.02 — 156 ratings — published 2016
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Bayesian Computation with R (Use R) Bayesian Computation with R (Use R)
by (shelved 2 times as bayesian)
avg rating 3.42 — 43 ratings — published 2007
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Bayesian Statistics and Marketing Bayesian Statistics and Marketing (Hardcover)
by (shelved 2 times as bayesian)
avg rating 4.16 — 25 ratings — published 2005
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Bayesian Analysis with Python: Click here to enter text. Bayesian Analysis with Python: Click here to enter text. (Kindle Edition)
by (shelved 2 times as bayesian)
avg rating 3.97 — 39 ratings — published
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Probabilistic Graphical Models: Principles and Techniques Probabilistic Graphical Models: Principles and Techniques (Kindle Edition)
by (shelved 2 times as bayesian)
avg rating 4.19 — 257 ratings — published 2009
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Introduction to Modern Bayesian Econometrics Introduction to Modern Bayesian Econometrics (Hardcover)
by (shelved 2 times as bayesian)
avg rating 3.54 — 13 ratings — published 2004
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A Student’s Guide to Bayesian Statistics A Student’s Guide to Bayesian Statistics (Kindle Edition)
by (shelved 1 time as bayesian)
avg rating 4.48 — 75 ratings — published
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Bayes' Theorem Examples: A Visual Introduction For Beginners Bayes' Theorem Examples: A Visual Introduction For Beginners (Kindle Edition)
by (shelved 1 time as bayesian)
avg rating 3.90 — 817 ratings — published 2016
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Biostatistics: A Bayesian Introduction Biostatistics: A Bayesian Introduction (Hardcover)
by (shelved 1 time as bayesian)
avg rating 3.00 — 3 ratings — published 2004
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Causal Inference in Statistics: A Primer Causal Inference in Statistics: A Primer (Kindle Edition)
by (shelved 1 time as bayesian)
avg rating 4.10 — 248 ratings — published 2016
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Introduction to Bayesian Statistics Introduction to Bayesian Statistics (Unknown Binding)
by (shelved 1 time as bayesian)
avg rating 4.00 — 5 ratings — published 2000
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MCMC from Scratch: A Practical Introduction to Markov Chain Monte Carlo MCMC from Scratch: A Practical Introduction to Markov Chain Monte Carlo (Hardcover)
by (shelved 1 time as bayesian)
avg rating 0.0 — 0 ratings — published
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Everything Is Predictable: How Bayesian Statistics Explain Our World Everything Is Predictable: How Bayesian Statistics Explain Our World (Hardcover)
by (shelved 1 time as bayesian)
avg rating 4.03 — 971 ratings — published 2024
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Bayesian Psychometric Modeling (Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences) Bayesian Psychometric Modeling (Chapman & Hall/CRC Statistics in the Social and Behavioral Sciences)
by (shelved 1 time as bayesian)
avg rating 4.50 — 2 ratings — published
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Forecasting: principles and practice Forecasting: principles and practice (Paperback)
by (shelved 1 time as bayesian)
avg rating 4.38 — 312 ratings — published 2013
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Regression and Other Stories (Analytical Methods for Social Research) Regression and Other Stories (Analytical Methods for Social Research)
by (shelved 1 time as bayesian)
avg rating 4.26 — 119 ratings — published
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The Scientist & Engineer's Guide to Digital Signal Processing The Scientist & Engineer's Guide to Digital Signal Processing (Hardcover)
by (shelved 1 time as bayesian)
avg rating 4.57 — 123 ratings — published 1997
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Machine Learning: A Probabilistic Perspective Machine Learning: A Probabilistic Perspective (Hardcover)
by (shelved 1 time as bayesian)
avg rating 4.34 — 521 ratings — published
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Statistical Decision Theory and Bayesian Analysis (Springer Series in Statistics) Statistical Decision Theory and Bayesian Analysis (Springer Series in Statistics)
by (shelved 1 time as bayesian)
avg rating 4.19 — 36 ratings — published 1993
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Generalized Additive Models: An Introduction with R Generalized Additive Models: An Introduction with R (Hardcover)
by (shelved 1 time as bayesian)
avg rating 4.17 — 23 ratings — published
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Judgment Under Uncertainty: Heuristics and Biases Judgment Under Uncertainty: Heuristics and Biases (Paperback)
by (shelved 1 time as bayesian)
avg rating 4.17 — 1,450 ratings — published 1982
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Probability and Bayesian Modeling Probability and Bayesian Modeling (Hardcover)
by (shelved 1 time as bayesian)
avg rating 4.67 — 3 ratings — published
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Applied Predictive Modeling Applied Predictive Modeling (Hardcover)
by (shelved 1 time as bayesian)
avg rating 4.40 — 339 ratings — published 2013
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The Elements of Statistical Learning: Data Mining, Inference, and Prediction The Elements of Statistical Learning: Data Mining, Inference, and Prediction (Hardcover)
by (shelved 1 time as bayesian)
avg rating 4.43 — 1,874 ratings — published 2001
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The Book of Why: The New Science of Cause and Effect The Book of Why: The New Science of Cause and Effect (Hardcover)
by (shelved 1 time as bayesian)
avg rating 3.94 — 6,455 ratings — published 2018
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The Signal and the Noise: Why So Many Predictions Fail—But Some Don't The Signal and the Noise: Why So Many Predictions Fail—But Some Don't (Hardcover)
by (shelved 1 time as bayesian)
avg rating 3.97 — 52,055 ratings — published 2012
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The Model Thinker: What You Need to Know to Make Data Work for You The Model Thinker: What You Need to Know to Make Data Work for You (Hardcover)
by (shelved 1 time as bayesian)
avg rating 3.92 — 933 ratings — published 2018
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Bayesian Brain: Probabilistic Approaches to Neural Coding (Computational Neuroscience) Bayesian Brain: Probabilistic Approaches to Neural Coding (Computational Neuroscience)
by (shelved 1 time as bayesian)
avg rating 3.85 — 26 ratings — published 2006
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Bayesian Essentials with R (Springer Texts in Statistics) Bayesian Essentials with R (Springer Texts in Statistics)
by (shelved 1 time as bayesian)
avg rating 3.50 — 6 ratings — published 2013
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Introduction to Bayesian Statistics, 2nd Edition Introduction to Bayesian Statistics, 2nd Edition (Hardcover)
by (shelved 1 time as bayesian)
avg rating 3.71 — 56 ratings — published 2004
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A First Course in Bayesian Statistical Methods (Springer Texts in Statistics) A First Course in Bayesian Statistical Methods (Springer Texts in Statistics)
by (shelved 1 time as bayesian)
avg rating 4.02 — 53 ratings — published 2009
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Markov Chain Monte Carlo: Stochastic Simulation for Bayesian Inference Markov Chain Monte Carlo: Stochastic Simulation for Bayesian Inference (Hardcover)
by (shelved 1 time as bayesian)
avg rating 3.96 — 26 ratings — published 1997
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Super Crunchers: Why Thinking-by-Numbers Is the New Way to Be Smart Super Crunchers: Why Thinking-by-Numbers Is the New Way to Be Smart (Hardcover)
by (shelved 1 time as bayesian)
avg rating 3.72 — 5,983 ratings — published 2007
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Superforecasting: The Art and Science of Prediction Superforecasting: The Art and Science of Prediction (Hardcover)
by (shelved 1 time as bayesian)
avg rating 4.08 — 21,812 ratings — published 2015
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Bayesian Analysis of Stochastic Process Models Bayesian Analysis of Stochastic Process Models (Hardcover)
by (shelved 1 time as bayesian)
avg rating 3.75 — 4 ratings — published 2012
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Bayesian Nonparametrics (Springer Series in Statistics) Bayesian Nonparametrics (Springer Series in Statistics)
by (shelved 1 time as bayesian)
avg rating 3.50 — 4 ratings — published 2003
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“With Bayesian networks, we had taught machines to think in shades of grey, and this was an important step toward humanlike thinking. But we still couldn't teach machines to understand causes and effects. We couldn't explain to a computer why turning the dial of a barometer won't cause rain.... Without the ability to envision alternate realities and contrast them with the currently existing reality, a machine...cannot answer the most basic question that makes us human: "Why?”
Judea Pearl, The Book of Why: The New Science of Cause and Effect

“Although Ramsey's and de Finetti's accounts endowed an agent's probabilities with a purely subjective status they knew that, for from rendering those quantities scientifically valueless, the condition of consistency combined with the rule of conditionalization supports a powerful new epistemology called Bayesian epistemology. Its scientific appeal lies principally in two features: (i) so-called Bayesian networks are not only extremely powerful diagnostic tools but also provide the formal basis of some of the most revolutionary developments in AI; (ii) in fairly general circumstances agents with different initial, or prior, probability functions will, with enough new information, find their updated probabilities converging; in this way, it is claimed, objectivity is realized as an emergent property of consistent subjective assignments.”
Colin Howson

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