The Art and Science of Machine Intelligence : With An Innovative Application for Alzheimer's Detection from Speech /

This volume presents several machine intelligence technologies, developed over recent decades, and illustrates how they can be combined in application. One application, the detection of dementia from patterns in speech, is used throughout to illustrate these combinations. This application is a class...

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Bibliographic Details
Main Authors:	Land Jr., Walker H. (Author), Schaffer, J. David (Author)
Corporate Author:	SpringerLink (Online service)
Format:	eBook
Language:	English
Published:	Cham : Springer International Publishing : Imprint: Springer, 2020.
Edition:	1st ed. 2020.
Subjects:	Electrical engineering. Biomedical engineering. Pattern recognition. Signal processing. Image processing. Speech processing systems. Computational intelligence. Computational linguistics. Communications Engineering, Networks. Biomedical Engineering and Bioengineering. Pattern Recognition. Signal, Image and Speech Processing. Computational Intelligence. Computational Linguistics. Electronic books.
Online Access:	Connect to the full text of this electronic book

Table of Contents:

Introduction
Background for Genetic Algorithms
Support Vector Machines (SVMs)
The Generalized Regression Neural Network (GRNN) Oracle
Alzheimer's Disease (AD) Background
Genetic Algorithm (GA)-SVM Paradigm
GA-SVM Paradigm Applied to Detecting AD from Speech
Classical Bayesian Networks (BN) MI Developed Bayesian Networks
Generalization of MI methods
Selected research studies
Conclusion.