Read e-book online Connectionist-Symbolic Integration: From Unified to Hybrid PDF

By Ron Sun,Frederic Alexandre

quite a few rules, techniques, and methods exist -- by way of either structure and studying -- and this abundance turns out to steer to many interesting percentages when it comes to theoretical advances and alertness potentials. regardless of the plain variety, there's basically an underlying unifying subject: architectures that compile symbolic and connectionist versions to accomplish a synthesis and synergy of the 2 varied paradigms, and the educational and data acquisition tools for constructing such architectures. extra attempt should be prolonged to use the probabilities and possibilities during this sector.

This booklet is the outgrowth of The IJCAI Workshop on Connectionist-Symbolic Integration: From Unified to Hybrid techniques, held along with the fourteenth foreign Joint convention on synthetic Intelligence (IJCAI '95). that includes a number of shows and discussions, this two-day workshop delivered to gentle many new rules, controversies, and syntheses which bring about the current quantity.

This publication is worried with the advance, research, and alertness of hybrid connectionist-symbolic types in synthetic intelligence and cognitive technology. Drawing contributions from a wide foreign crew of specialists, it describes and compares a number of types during this sector. the kinds of versions mentioned conceal quite a lot of the evolving spectrum of hybrid types, hence serving as a well-balanced growth document at the state-of-the-art. As such, this quantity presents a data clearinghouse for numerous proposed techniques and versions that percentage the typical trust that connectionist and symbolic types will be usefully mixed and built-in, and such integration could lead to major advances in figuring out intelligence.

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Connectionist-Symbolic Integration: From Unified to Hybrid Approaches by Ron Sun,Frederic Alexandre

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