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Titlebook: Perspectives of Neural-Symbolic Integration; Barbara Hammer,Pascal Hitzler Book 2007 Springer-Verlag Berlin Heidelberg 2007 Computational

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書目名稱Perspectives of Neural-Symbolic Integration
編輯Barbara Hammer,Pascal Hitzler
視頻videohttp://file.papertrans.cn/745/744797/744797.mp4
概述Presents recent developments in neural-symbolic integration
叢書名稱Studies in Computational Intelligence
圖書封面Titlebook: Perspectives of Neural-Symbolic Integration;  Barbara Hammer,Pascal Hitzler Book 2007 Springer-Verlag Berlin Heidelberg 2007 Computational
描述The human brain possesses the remarkable capability of understanding, - terpreting, and producing human language, thereby relying mostly on the left hemisphere. The ability to acquire language is innate as can be seen from d- orders such as speci?c language impairment (SLI), which manifests itself in a missing sense for grammaticality. Language exhibits strong compositionality and structure. Hence biological neural networks are naturally connected to processing and generation of high-level symbolic structures. Unlike their biological counterparts, arti?cial neural networks and logic do not form such a close liason. Symbolic inference mechanisms and statistical machine learning constitute two major and very di?erent paradigms in ar- ?cial intelligence which both have their strengths and weaknesses: Statistical methods o?er ?exible and highly e?ective tools which are ideally suited for possibly corrupted or noisy data, high uncertainty and missing information as occur in everyday life such as sensor streams in robotics, measurements in medicine such as EEG and EKG, ?nancial and market indices, etc. The m- els, however, are often reduced to black box mechanisms which complicate the in
出版日期Book 2007
關(guān)鍵詞Computational Intelligence; Markov; Neural-symbolic integration; algorithms; architecture; artificial neu
版次1
doihttps://doi.org/10.1007/978-3-540-73954-8
isbn_softcover978-3-642-09322-7
isbn_ebook978-3-540-73954-8Series ISSN 1860-949X Series E-ISSN 1860-9503
issn_series 1860-949X
copyrightSpringer-Verlag Berlin Heidelberg 2007
The information of publication is updating

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