Relaxed abduction [electronic resource] : robust information interpretation for industrial applications / Thomas Hubauer.
2016
QA297.55
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Title
Relaxed abduction [electronic resource] : robust information interpretation for industrial applications / Thomas Hubauer.
Author
Hubauer, Thomas, author.
ISBN
9783658144074 (electronic book)
3658144076 (electronic book)
9783658144067
3658144076 (electronic book)
9783658144067
Published
Wiesbaden : SpringerVieweg, 2016.
Language
English
Description
1 online resource (xvii, 134 pages) : illustrations.
Item Number
10.1007/978-3-658-14407-4 doi
Call Number
QA297.55
Dewey Decimal Classification
518/.63
Summary
Thomas Hubauer addresses the challenge of providing reasonable interpretations of incomplete observational data in the context of imperfect domain models - a situation often encountered in the context of industrial diagnostics. To tackle this problem, the author proposes a novel approach called Relaxed Abduction, which is able to derive pragmatic interpretations in situations where existing methods either fail or provide overly complex solutions. To strengthen the link to applications in industrial diagnostics, he develops a methodology to structure diagnosis problems according to ISO 13379 and express it using multiple description logic knowledge bases. Contents Formalizing Diagnostics Using Description Logics Formalization and Properties of Relaxed Abduction Solving Diagnostic Problems Using Relaxed Abduction Incremental Diagnostics Target Groups Researchers and students of computer science, knowledge management, and applied mathematics Practitioners in the area of industrial diagnostics and maintenance The Author Thomas Hubauer is a Research Scientist at the R&D department of a large German engineering company. His topics of interest range from ontologies and reasoning to machine learning and data analytics.
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Source of Description
Online resource; title from PDF title page (SpringerLink, viewed June 13, 2016).
Available in Other Form
Print version: 9783658144067
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Table of Contents
Formalizing Diagnostics Using Description Logics
Formalization and Properties of Relaxed Abduction
Solving Diagnostic Problems Using Relaxed Abduction
Incremental Diagnostics.
Formalization and Properties of Relaxed Abduction
Solving Diagnostic Problems Using Relaxed Abduction
Incremental Diagnostics.