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Titlebook: Computational Approaches to Analogical Reasoning: Current Trends; Henri Prade,Gilles Richard Book 2014 Springer-Verlag Berlin Heidelberg 2

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书目名称Computational Approaches to Analogical Reasoning: Current Trends
编辑Henri Prade,Gilles Richard
视频video
概述Recent research on Computational Approaches to Analogical Reasoning.Presents current trends on analogical reasoning.Written by leading experts in the field.Includes supplementary material:
丛书名称Studies in Computational Intelligence
图书封面Titlebook: Computational Approaches to Analogical Reasoning: Current Trends;  Henri Prade,Gilles Richard Book 2014 Springer-Verlag Berlin Heidelberg 2
描述.Analogical reasoning is known as a powerful mode for drawing plausible conclusions and solving problems. It has been the topic of a huge number of works by philosophers, anthropologists, linguists, psychologists, and computer scientists. As such, it has been early studied in artificial intelligence, with a particular renewal of interest in the last decade..The present volume provides a structured view of current research trends on computational approaches to analogical reasoning. It starts with an overview of the field, with an extensive bibliography..The 14 collected contributions cover a large scope of issues. First, the use of analogical proportions and analogies is explained and discussed in various natural language processing problems, as well as in automated deduction. Then, different formal frameworks for handling analogies are presented, dealing with case-based reasoning, heuristic-driven theory projection, commonsense reasoning about incomplete rule bases, logical proportions induced by similarity and dissimilarity indicators, and analogical proportions in lattice structures. Lastly, the volume reports case studies and discussions about the use of similarity judgments and
出版日期Book 2014
关键词Analogical Reasoning; Computational Intelligence
版次1
doihttps://doi.org/10.1007/978-3-642-54516-0
isbn_softcover978-3-662-52364-3
isbn_ebook978-3-642-54516-0Series ISSN 1860-949X Series E-ISSN 1860-9503
issn_series 1860-949X
copyrightSpringer-Verlag Berlin Heidelberg 2014
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Structural Materials: Ceramics, describe the nature of visual analogies and fractal representations. In the second, we illustrate a technique of fractal analogies and show how it gives human-level performance on an intelligence test called the Odd One Out. In the third, we describe how the fractal technique enables the percept-to-action mapping in a simple, simulated world.
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Heuristic-Driven Theory Projection: An Overviewe from source to target in order to induce hypotheses on the target domain. Additionally, this chapter presents some core ideas concerning the semantics of HDTP as well as the algorithm that computes analogies given two input domains. Finally, some further remarks describe the different (but important) roles heuristics play in this framework.
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Analogies Between Binary Images: Application to Chinese Charactersnumerating analogical clusters that are informative and not redundant. We further show how some improvements make the task tractable. We illustrate our technique with a task related with natural language processing, that of clustering Chinese characters. In this way, we re-discover the graphical structure of these characters.
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