Results 251 to 260 of about 1,249,090 (302)
Bayesian Inference of Binding Kinetics from Fluorescence Time Series
Bryan JS +6 more
europepmc +1 more source
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2012
This chapter provides an overview of the Bayesian approach to data analysis, modeling, and statistical decision making. The topics covered go from basic concepts and definitions (random variables, Bayes' rule, prior distributions) to various models of general use in biology (hierarchical models, in particular) and ways to calibrate and use them (MCMC ...
openaire +4 more sources
This chapter provides an overview of the Bayesian approach to data analysis, modeling, and statistical decision making. The topics covered go from basic concepts and definitions (random variables, Bayes' rule, prior distributions) to various models of general use in biology (hierarchical models, in particular) and ways to calibrate and use them (MCMC ...
openaire +4 more sources
BlackJAX: Composable Bayesian inference in JAX
arXiv.orgBlackJAX is a library implementing sampling and variational inference algorithms commonly used in Bayesian computation. It is designed for ease of use, speed, and modularity by taking a functional approach to the algorithms' implementation.
Alberto Cabezas +21 more
semanticscholar +1 more source
2019
Abstract Chapter 4 introduces the concept of Bayesian inference. The chapter discusses the scientific method, and illustrates how Bayes’ Theorem can be used for scientific inference. Bayesian inference is the use of Bayes’ Theorem to draw conclusions about a set of mutually exclusive and exhaustive alternative hypotheses by linking prior
Therese M. Donovan, Ruth M. Mickey
+4 more sources
Abstract Chapter 4 introduces the concept of Bayesian inference. The chapter discusses the scientific method, and illustrates how Bayes’ Theorem can be used for scientific inference. Bayesian inference is the use of Bayes’ Theorem to draw conclusions about a set of mutually exclusive and exhaustive alternative hypotheses by linking prior
Therese M. Donovan, Ruth M. Mickey
+4 more sources
Bayesian Inference of Phylogeny and Its Impact on Evolutionary Biology
Science, 2001J. Huelsenbeck +3 more
semanticscholar +1 more source