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

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Bibliographic Details
Author / Creator:Land, Walker H.
Imprint:Cham : Springer, 2020.
Description:1 online resource (xxii, 269 pages) : illustrations (some color)
Language:English
Subject:
Format: E-Resource Book
URL for this record:http://pi.lib.uchicago.edu/1001/cat/bib/12601553
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Other authors / contributors:Schaffer, J. David (James David)
ISBN:9783030184964
303018496X
9783030184957
Summary: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.
Standard no.:10.1007/978-3-030-18