,

The Art and Science of Machine Intelligence

With An Innovative Application for Alzheimer’s Detection from Speech

Specificaties
Paperback, blz. | Engels
Springer International Publishing | 2020
ISBN13: 9783030184988
Rubricering
Springer International Publishing e druk, 2020 9783030184988
€ 132,99
Levertijd ongeveer 9 werkdagen
Gratis verzonden

Samenvatting

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 classic stationary pattern detection task, so readers may easily see how these combinations can be applied to other similar tasks. The expositions of the methods are supported by the basic theory they rest upon, and their application is clearly illustrated. The book’s goal is to allow readers to select one or more of these methods to quickly apply to their own tasks.

Includes a variety of machine intelligent technologies and illustrates how they can work together

Shows evolutionary feature subset selection combined with support vector machines and multiple classifiers combined

Includes a running case study on intelligent processing relating to Alzheimer’s / dementia detection, in addition to several applications of the machine hybrid algorithms 

Specificaties

ISBN13:9783030184988
Taal:Engels
Bindwijze:paperback
Uitgever:Springer International Publishing

Inhoudsopgave

<p>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.</p><p></p>
€ 132,99
Levertijd ongeveer 9 werkdagen
Gratis verzonden

Rubrieken

    Personen

      Trefwoorden

        The Art and Science of Machine Intelligence