عنوان

The Art and Science of Machine Intelligence :

(Number (ISBN

303018496X

(Number (ISBN

9783030184964

Erroneous ISBN

9783030184957

Title Proper

The Art and Science of Machine Intelligence :

General Material Designation

[Book]

Other Title Information

With An Innovative Application for Alzheimers Detection from Speech /

First Statement of Responsibility

by Walker H. Land Jr., J. David Schaffer.

Place of Publication, Distribution, etc.

Cham :

Name of Publisher, Distributor, etc.

Springer,

Date of Publication, Distribution, etc.

2020.

Specific Material Designation and Extent of Item

1 online resource (xxii, 269 pages) :

Other Physical Details

illustrations (some color)

Text of Note

Introduction -- Background for Genetic Algorithms -- Support Vector Machines (SVMs) -- The Generalized Regression Neural Network (GRNN) Oracle -- Alzheimers 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.

0

Text of Note

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 books 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 Alzheimers / dementia detection, in addition to several applications of the machine hybrid algorithms.

Alzheimer's disease-- Diagnosis-- Technological innovations.

Artificial intelligence-- Medical applications.

Artificial intelligence-- Medical applications.

Number

Number

Edition

Class number

Land, Walker H.

Schaffer, J. David, (James David)

Date of Transaction

20200823090318.0

Cataloguing Rules (Descriptive Conventions))

pn

Electronic name

[Book]

Y