TY - BOOK AU - Coelho,João Paulo AU - Pinho,Tatiana M. AU - Boaventura-Cunha,José TI - Hidden Markov models : theory and implementation using Matlab SN - 9780367779344 PY - 2019/// CY - Boca Raton, FL PB - CRC Press KW - Sistemas estocasticos KW - Procesamiento de datos KW - Procesos de markov N1 - Incluye referencias bibliográficas e índices; Cover; Title Page; Copyright Page; Preface; Table of Contents; Glossary; 1: Introduction; 1.1 System Models; 1.2 Markov Chains; 1.3 Book Outline; 2: Probability Theory and Stochastic Processes; 2.1 Introduction; 2.2 Introduction to Probability Theory; 2.2.1 Events and Random Variables; 2.2.1.1 Types of variables; 2.2.2 Probability Definition; 2.2.3 Axioms and Properties; 2.3 Probability Density Function; 2.4 Statistical Moments; 2.5 Summary; 3: Discrete Hidden Markov Models; 3.1 Introduction; 3.2 Hidden Markov Model Dynamics; 3.2.1 The Forward Algorithm; 3.2.2 The Backward Algorithm ER -