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Decision Support System for Diagnosis and Treatment of Hearing Disorders : (Record no. 6480)

MARC details
000 -LEADER
fixed length control field 05896nam a22004813i 4500
001 - CONTROL NUMBER
control field EBC5595858
003 - CONTROL NUMBER IDENTIFIER
control field MiAaPQ
005 - DATE AND TIME OF LATEST TRANSACTION
control field 20240724113445.0
006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS
fixed length control field m o d |
007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION
fixed length control field cr cnu||||||||
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION
fixed length control field 240724s2017 xx o ||||0 eng d
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
International Standard Book Number 9783319514635
Qualifying information (electronic bk.)
020 ## - INTERNATIONAL STANDARD BOOK NUMBER
Canceled/invalid ISBN 9783319514628
035 ## - SYSTEM CONTROL NUMBER
System control number (MiAaPQ)EBC5595858
035 ## - SYSTEM CONTROL NUMBER
System control number (Au-PeEL)EBL5595858
035 ## - SYSTEM CONTROL NUMBER
System control number (OCoLC)974484479
040 ## - CATALOGING SOURCE
Original cataloging agency MiAaPQ
Language of cataloging eng
Description conventions rda
-- pn
Transcribing agency MiAaPQ
Modifying agency MiAaPQ
050 #4 - LIBRARY OF CONGRESS CALL NUMBER
Classification number Q342
082 0# - DEWEY DECIMAL CLASSIFICATION NUMBER
Classification number 617.80600000000004
100 1# - MAIN ENTRY--PERSONAL NAME
Personal name Tarnowska, Katarzyna A.
245 10 - TITLE STATEMENT
Title Decision Support System for Diagnosis and Treatment of Hearing Disorders :
Remainder of title The Case of Tinnitus.
250 ## - EDITION STATEMENT
Edition statement 1st ed.
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Place of production, publication, distribution, manufacture Cham :
Name of producer, publisher, distributor, manufacturer Springer International Publishing AG,
Date of production, publication, distribution, manufacture, or copyright notice 2017.
264 #4 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE
Date of production, publication, distribution, manufacture, or copyright notice ©2017.
300 ## - PHYSICAL DESCRIPTION
Extent 1 online resource (160 pages)
336 ## - CONTENT TYPE
Content type term text
Content type code txt
Source rdacontent
337 ## - MEDIA TYPE
Media type term computer
Media type code c
Source rdamedia
338 ## - CARRIER TYPE
Carrier type term online resource
Carrier type code cr
Source rdacarrier
490 1# - SERIES STATEMENT
Series statement Studies in Computational Intelligence Series ;
Volume/sequential designation v.685
505 0# - FORMATTED CONTENTS NOTE
Formatted contents note Intro -- Preface -- Contents -- 1 Introduction -- 1.1 Objective -- 1.2 Organization of this Book -- 2 Tinnitus Treatment as a Problem Area -- 2.1 Tinnitus -- 2.1.1 Problem Description -- 2.1.2 Medical Background -- 2.2 Tinnitus Retraining Therapy -- 2.2.1 Neurophysiological Model -- 2.2.2 Habituation -- 2.3 Treatment Protocol -- 2.3.1 Patient Categories -- 2.4 Motivation for RS Project -- 2.4.1 Treatment Results -- 2.4.2 Patient Dataset -- 2.4.3 Problems with Human Approach -- 3 Recommender Solutions Overview -- 3.1 Recommender Systems Concept -- 3.1.1 Health Recommender Systems -- 3.2 Collaborative Recommendation -- 3.2.1 Simple Example -- 3.2.2 Example Applications -- 3.3 Content-Based Recommendation -- 3.3.1 High-Level Architecture -- 3.3.2 Content Representation and Recommender Techniques -- 3.3.3 Example Applications -- 3.4 Knowledge-Based Recommendation -- 3.4.1 Knowledge Representation and Reasoning -- 3.4.2 Example Applications -- 3.5 Hybrid Recommender Systems -- 3.5.1 Example Applications -- 3.6 Discussion -- 4 Knowledge Discovery Approach for Recommendation -- 4.1 Basic Concepts -- 4.1.1 Information Systems -- 4.1.2 Decision Tables -- 4.1.3 Reducts -- 4.2 Decision Rules -- 4.3 Classification Rules -- 4.4 Action Rules -- 4.4.1 Definitions -- 4.4.2 Algorithms -- 4.5 Meta Actions -- 4.5.1 Definition -- 4.5.2 Discovery Methods -- 4.6 Advanced Clustering Techniques -- 4.7 Conclusion -- 5 RECTIN System Design -- 5.1 System Analysis -- 5.2 System Architecture -- 5.2.1 Knowledge Base -- 5.2.2 Classification Module -- 5.2.3 Action Rules Module -- 5.3 Knowledge Engineering -- 5.3.1 Raw Data -- 5.3.2 Data Preprocessing -- 5.4 Summary -- 6 Experiment 1: Classifiers -- 6.1 Initial Feature Development -- 6.1.1 Tinnitus Background -- 6.1.2 Temporal Features for Tinnitus Induction -- 6.2 Preliminary Experiments -- 6.2.1 Assumptions.
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note 6.2.2 Feature Selection -- 6.2.3 Results -- 6.2.4 Discussion -- 6.3 Second Experimental Setup -- 6.3.1 Pharmacology Data Analysis -- 6.3.2 Pivotal Features Development -- 6.3.3 Experiment Results -- 6.4 One-Patient-One-Tuple Experiment -- 6.5 Summary of Classification Experiments -- 6.5.1 Final Classifier Choice -- 7 Experiment 2: Diagnostic Rules -- 7.1 Methodology -- 7.1.1 Data Source -- 7.1.2 Attributes -- 7.1.3 Tasks Definition -- 7.2 Results -- 7.2.1 Interview -3mu Category -- 7.2.2 Audiology -3mu Category -- 7.2.3 Demographics -3mu Category -- 7.2.4 Pharmacology -3mu Category -- 7.2.5 Age -3mu Diseases -- 7.2.6 Pharmacology -3mu Tinnitus -- 7.2.7 Comprehensive Decision Rules -- 7.3 Conclusions -- 8 Experiment 3: Treatment Rules -- 8.1 Methodology -- 8.1.1 Task Definition -- 8.1.2 Decision Attribute Analysis -- 8.1.3 Temporal Feature Development -- 8.1.4 Imputation of Missing Features -- 8.1.5 Experimental Setup with New Attributes -- 8.2 Results -- 8.2.1 Treatment Protocol -- 8.2.2 Instrument Fitting -- 8.2.3 Treatment Personalized for Tinnitus Induction -- 8.2.4 Treatment Personalized for Medical Condition -- 8.3 Meta Actions Discovery Experiment -- 8.3.1 Output -- 8.4 Discussion -- 8.4.1 Advantages -- 8.4.2 Flaws -- 8.4.3 Algorithm Reexamined -- 9 Experiment 4: Treatment Rules Enhancement -- 9.1 Methodology -- 9.1.1 New Temporal Feature Development -- 9.1.2 Experimental Setup -- 9.2 Results -- 9.2.1 Instrument Fitting -- 9.2.2 Treatment Protocol -- 9.2.3 Treatment Personalized for Demographics -- 9.2.4 Treatment Personalized for Tinnitus Background -- 9.2.5 Treatment Personalized for Medical Condition -- 9.2.6 Meta Actions -- 9.3 Summary of Experiments on Rules Extraction -- 10 RECTIN Implementation -- 10.1 Application -- 10.2 Transactional Database -- 10.3 Classification Module -- 10.4 Rule Engine -- 10.4.1 Rete Algorithm for Rule Execution.
505 8# - FORMATTED CONTENTS NOTE
Formatted contents note 10.5 Conclusion -- 11 Final Conclusions and Future Work -- 11.1 Objective Verification -- 11.2 Further Work -- Appendix A Tinnitus Initial Interview Form -- Appendix B Tinnitus Follow-up Interview Form -- Appendix C Tinnitus Handicap Inventory -- References.
588 ## - SOURCE OF DESCRIPTION NOTE
Source of description note Description based on publisher supplied metadata and other sources.
590 ## - LOCAL NOTE (RLIN)
Local note Electronic reproduction. Ann Arbor, Michigan : ProQuest Ebook Central, 2024. Available via World Wide Web. Access may be limited to ProQuest Ebook Central affiliated libraries.
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM
Topical term or geographic name entry element Tinnitus-Treatment.
655 #4 - INDEX TERM--GENRE/FORM
Genre/form data or focus term Electronic books.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Ras, Zbigniew W.
700 1# - ADDED ENTRY--PERSONAL NAME
Personal name Jastreboff, Pawel J.
776 08 - ADDITIONAL PHYSICAL FORM ENTRY
Relationship information Print version:
Main entry heading Tarnowska, Katarzyna A.
Title Decision Support System for Diagnosis and Treatment of Hearing Disorders
Place, publisher, and date of publication Cham : Springer International Publishing AG,c2017
International Standard Book Number 9783319514628
797 2# - LOCAL ADDED ENTRY--CORPORATE NAME (RLIN)
Corporate name or jurisdiction name as entry element ProQuest (Firm)
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE
Uniform title Studies in Computational Intelligence Series
856 40 - ELECTRONIC LOCATION AND ACCESS
Uniform Resource Identifier <a href="https://ebookcentral.proquest.com/lib/orpp/detail.action?docID=5595858">https://ebookcentral.proquest.com/lib/orpp/detail.action?docID=5595858</a>
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