Tag: Bayesian

Free Download Bayesian Precision Medicine
English | 2024 | ISBN: 103275446X | 330 Pages | PDF (True) | 58 MB
Bayesian Precision Medicine presents modern Bayesian statistical models and methods for identifying treatments tailored to individual patients using their prognostic variables and predictive biomarkers. The process of evaluating and comparing treatments is explained and illustrated by practical examples, followed by a discussion of causal analysis and its relationship to statistical inference. A wide array of modern Bayesian clinical trial designs are presented, including applications to many oncology trials. The later chapters describe Bayesian nonparametric regression analyses of datasets arising from multistage chemotherapy for acute leukemia, allogeneic stem cell transplantation, and targeted agents for treating advanced breast cancer.

Free Download Bayesian Analysis with Excel and R by Conrad Carlberg
English | November 11th, 2022 | ISBN: 0137580983 | 191 pages | True PDF | 4.92 MB
Leverage the full power of Bayesian analysis for competitive advantage

Free Download S. James Press, "Applied Multivariate Analysis: Using Bayesian and Frequentist Methods of Inference, Second Edition "
English | ISBN: 0486442365 | 2005 | 704 pages | EPUB | 11 MB
Geared toward upper-level undergraduates and graduate students, this two-part treatment deals with the foundations of multivariate analysis as well as related models and applications.

Free Download Bayesian Analysis with Python: A practical guide to probabilistic modeling
English | 2024 | ISBN: 1805127160 | 503 Pages | EPUB (True) | 44 MB
The third edition of Bayesian Analysis with Python serves as an introduction to the main concepts of applied Bayesian modeling using PyMC, a state-of-the-art probabilistic programming library, and other libraries that support and facilitate modeling like ArviZ, for exploratory analysis of Bayesian models; Bambi, for flexible and easy hierarchical linear modeling; PreliZ, for prior elicitation; PyMC-BART, for flexible non-parametric regression; and Kulprit, for variable selection.

Free Download Data Analysis in Forensic Science: A Bayesian Decision Perspective by Franco Taroni, Silvia Bozza, Alex Biedermann
English | 2010 | ISBN: 0470998350 | 388 Pages | PDF | 2.0 MB
This is the first text to examine the use of statistical methods in forensic science and bayesian statistics in combination.

Free Download Bayesian Optimization in Action (MEAP V12) by Quan Nguyen
English | November 14, 2023 | ISBN: 1633439070 | 424 pages | MOBI | 12 Mb
Bayesian optimization helps pinpoint the best configuration for your machine learning models with speed and accuracy. Put its advanced techniques into practice with this hands-on guide.

Free Download Introduction to Bayesian Tracking and Particle Filters by Lawrence D. Stone, Roy L. Streit, Stephen L. Anderson
English | June 1, 2023 | ISBN: 303132241X | 124 pages | MOBI | 16 Mb
This book provides a quick but insightful introduction to Bayesian tracking and particle filtering for a person who has some background in probability and statistics and wishes to learn the basics of single-target tracking. It also introduces the reader to multiple target tracking by presenting useful approximate methods that are easy to implement compared to full-blown multiple target trackers.

Free Download Kalman and Bayesian Filters in Python
English | 2020 | ISBN: n/a | 506 Pages | PDF | 13 MB
Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.

Free Download Bayesian Survival Analysis by Joseph G. Ibrahim , Ming-Hui Chen , Debajyoti Sinha
English | PDF | 2001 | 494 Pages | ISBN : 0387952772 | 43.6 MB
Survival analysis arises in many fields of study including medicine, biology, engineering, public health, epidemiology, and economics. This book provides a comprehensive treatment of Bayesian survival analysis.

Free Download Wei Ji Ma, "Bayesian Models of Perception and Action: An Introduction"
English | ISBN: 0262047594 | 2023 | 408 pages | PDF | 13 MB
An accessible introduction to constructing and interpreting Bayesian models of perceptual decision-making and action.