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Mathematics / Probability & Statistics / Bayesian Analysis

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Bayesian Models of Perception and Action

Bayesian Models of Perception and Action

Bayesian Models of Perception and Action

An Introduction

by Wei Ji Ma, Konrad Paul Kording and Daniel Goldreich

ISBN: 9780262047593

Publisher: The MIT Press

Pub Date: June 27, 2023

An accessible introduction to constructing and interpreting Bayesian models of perceptual decision-making and action.
An Introduction to Lifted Probabilistic Inference

An Introduction to Lifted Probabilistic Inference

An Introduction to Lifted Probabilistic Inference

Edited by Guy Van den Broeck, Kristian Kersting, Sriraam Natarajan and David Poole

ISBN: 9780262542593

Publisher: The MIT Press

Pub Date: August 17, 2021

Recent advances in the area of lifted inference, which exploits the structure inherent in relational probabilistic models.
Bayesian Statistics for Experimental Scientists

Bayesian Statistics for Experimental Scientists

Bayesian Statistics for Experimental Scientists

A General Introduction Using Distribution-Free Methods

by Richard A. Chechile

ISBN: 9780262044585

Publisher: The MIT Press

Pub Date: September 8, 2020

An introduction to the Bayesian approach to statistical inference that demonstrates its superiority to orthodox frequentist statistical analysis.
Optimal Estimation, Identification, and Control

Optimal Estimation, Identification, and Control

Optimal Estimation, Identification, and Control

by Robert C. K. Lee

ISBN: 9780262120128

Publisher: The MIT Press

Pub Date: November 15, 1964

This work explores the fundamental problems of estimation, identification, and control of dynamic systems from the viewpoint of modern control theory. The book reviews existing concepts of optimal...
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