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Perspectives of Neural-Symbolic Integration (Studies in Computational Intelligence) (Studies in Computational Intelligence) [Hardcover]

By Barbara Hammer (Editor) & Pascal Hitzler (Editor)
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Item description for Perspectives of Neural-Symbolic Integration (Studies in Computational Intelligence) (Studies in Computational Intelligence) by Barbara Hammer & Pascal Hitzler...

The human brain possesses the remarkable capability of understanding, interpreting, and producing language, structures, and logic. Unlike their biological counterparts, artificial neural networks do not form such a close liaison with symbolic reasoning: logic-based inference mechanisms and statistical machine learning constitute two major and very different paradigms in artificial intelligence with complementary strengths and weaknesses. Modern application scenarios in robotics, bioinformatics, language processing, etc., however require both the efficiency and noise-tolerance of statistical models and the generalization ability and high-level modelling of structural inference mechanisms. A variety of approaches has therefore been proposed for combining the two paradigms.This carefully edited volume contains state-of-the-art contributions in neural-symbolic integration, covering "loose" coupling by means of structure kernels or recursive models as well as "strong?? coupling of logic and neural networks. It brings together a representative selection of results presented by some of the top researchers in the field, covering theoretical foundations, algorithmic design, and state-of-the-art applications in robotics and bioinformatics.

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Item Specifications...


Pages   319
Est. Packaging Dimensions:   Length: 1" Width: 6.25" Height: 9.25"
Weight:   1.35 lbs.
Binding  Hardcover
Release Date   Nov 9, 2007
Publisher   Springer
ISBN  354073953X  
ISBN13  9783540739531  


Availability  90 units.
Availability accurate as of Mar 25, 2017 02:07.
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More About Barbara Hammer & Pascal Hitzler


Register your artisan biography and upload your photo! Barbara Hammer has made over 80 films over the past 40 years. Her films have been selected for the Whitney Museum of American Art biennials, Sundance Film Festival, Madrid International Women's Film Festival, and WACK!, an exhibit that has traveled from LA to DC, NYC, and Vancouver. A retrospective screening of her work will be at MoMA in spring 2010.

Barbara Hammer was born in 1970.

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Product Categories

1Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > Computer Mathematics
2Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > General
3Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > Machine Learning
4Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > Neural Networks
5Books > Subjects > Professional & Technical > Engineering > General
6Books > Subjects > Professional & Technical > Professional Science > Mathematics > Applied > General
7Books > Subjects > Science > General
8Books > Subjects > Science > Mathematics > Applied > General
9Books > Subjects > Science > Mathematics > General



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