Relaxed Abduction: Robust Information Interpretation For Industrial Applications by Thomas HubauerRelaxed Abduction: Robust Information Interpretation For Industrial Applications by Thomas Hubauer

Relaxed Abduction: Robust Information Interpretation For Industrial Applications

byThomas Hubauer

Paperback | June 10, 2016

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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.

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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Title:Relaxed Abduction: Robust Information Interpretation For Industrial ApplicationsFormat:PaperbackDimensions:134 pages, 21 × 14.8 × 0.17 inPublished:June 10, 2016Publisher:Springer-Verlag/Sci-Tech/TradeLanguage:English

The following ISBNs are associated with this title:

ISBN - 10:3658144068

ISBN - 13:9783658144067

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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.