Hidden Markov Models

This book presents in an integrated form both the analysis and synthesis of three different types of hidden Markov models. Unlike other books on the subject it is generic and does not focus on a specific theme e. g. speech processing. Moreover it presents the translation of hidden Markov modelsâ concepts from the domain of formal mathematics into computer codes using MATLABÂ. The unique feature of this book is that the theoretical concepts are first presented using an intuition-based approach followed by the description of the fundamental algorithms behind hidden Markov models using MATLABÂ. This approach by means of analysis followed by synthesis is suitable for those who want to study the subject using a more empirical approach. Key Selling Points: Presents a broad range of concepts related to Hidden Markov Models (HMM) from simple problems to advanced theory Covers the analysis of both continuous and discrete Markov chains Discusses the translation of HMM concepts from the realm of formal mathematics into computer code Offers many examples to supplement mathematical notation when explaining new concepts . Language: English