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Titlebook: Abductive Inference Models for Diagnostic Problem-Solving; Yun Peng,James A. Reggia Book 1990 Springer Science+Business Media New York 199

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https://doi.org/10.1007/978-3-211-75797-0the abductive reasoning process that underlies diagnostic problem- solving are considered. The core material presented is that of “parsimonious covering theory” and various extensions to it. Among other things, this theory provides a theoretical foundation for the recent and continuing efforts to au
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Architektur, Baumaterial und Bautechnikal, going back to almost the advent of electronic stored-program computers [Reggia85f], and for this reason the material that follows must unfortunately be quite selective. It is organized into three sections. The first section describes some basic concepts of knowledge-based systems. Two important
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Gerhard A. Stadler,Manfred Wehdornnvolve diagnostic entities (disorders, manifestations, intermediate states), the causal associations relating these entities, the notion of diagnostic explanation, and very importantly, the process of hypothesize-and- test reasoning. Our ultimate goal is to derive a formal model that captures a sign
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Ingenieure, Arbeiter und Architekten.) and developed problem-solving algorithms for these problems. It was assumed there that disorders are directly causally-associated with measurable manifestations. In contrast, in many real-world diagnostic problems indirect causal associations between disorders and manifestations occur through . o
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Ingenieure, Arbeiter und Architektenhods for diagnostic problem-solving. In these models disorders and manifestations (and perhaps intermediate states) are connected by causal links associated with probabilities representing the strength of causal association. A hypothesis, consisting of zero or more disorders, with the . posterior pr
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Gerhard A. Stadler,Manfred Wehdornry and its various extensions (Chapters 4 to 7) capture important abductive features of the diagnostic inference process in a mathematically rigorous fashion. To conclude this book, we first summarize what was accomplished in developing this theory in Section 8.1. Viewing diagnostic problem-solving
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https://doi.org/10.1007/978-1-4419-8682-5algorithms; artificial intelligence; classification; cognitive science; intelligence; neural network; prob
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