Tecnologico de Monterrey, Institute of Advanced Materials for Sustainable Manufacturing, Ave. Eugenio Garza Sada 2501, Monterrey, Nuevo León 64849, Mexico ...

Abstract: Bayesian inference provides a methodology for parameter estimation and uncertainty quantification in machine learning and deep learning methods. Variational inference and Markov Chain ...

Maximum A Posteriori (MAP) decoding is a technique used to estimate the most probable value of an unknown quantity based on observed data and prior knowledge, especially in digital communications and ...

An illustration of a magnifying glass. An illustration of a magnifying glass.

If you include an interactive python session's output in your functions' docstrings, you can use the doctest module to test your code. bonus: define multiply without using the * operator bonus: define ...

Imagine a scenario where a team of doctors faces a perplexing medical puzzle. A patient shows a range of symptoms, each pointing to multiple possible diseases. How can they navigate this diagnostic ...

Demonstrate_Bayesian_strategy_analysis.m: shows how to run the algorithm for a single strategy model Replicate_Figure1: replicates panels c, d, and e of Figure 1 in ...

Interestingly enough, a number of other more specialized fields, such as genetic linkage analysis, speech recognition, information theory and reliability analysis, have developed representations that ...