Computer Engineering

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

By Ron Sun,Frederic Alexandre

various principles, methods, and strategies exist -- by way of either structure and studying -- and this abundance turns out to steer to many interesting probabilities when it comes to theoretical advances and alertness potentials. regardless of the obvious range, there's basically an underlying unifying subject: architectures that collect symbolic and connectionist types to accomplish a synthesis and synergy of the 2 assorted paradigms, and the training and information acquisition tools for constructing such architectures. extra attempt should be prolonged to take advantage of the probabilities and possibilities during this quarter.

This booklet is the outgrowth of The IJCAI Workshop on Connectionist-Symbolic Integration: From Unified to Hybrid ways, held together with the fourteenth foreign Joint convention on synthetic Intelligence (IJCAI '95). that includes numerous displays and discussions, this two-day workshop dropped at mild many new principles, controversies, and syntheses which bring about the current quantity.

This ebook is anxious with the advance, research, and alertness of hybrid connectionist-symbolic versions in synthetic intelligence and cognitive technology. Drawing contributions from a wide overseas team of specialists, it describes and compares a number of versions during this zone. the kinds of types mentioned hide quite a lot of the evolving spectrum of hybrid types, therefore serving as a well-balanced growth document at the cutting-edge. As such, this quantity presents a data clearinghouse for varied proposed techniques and versions that proportion the typical trust that connectionist and symbolic types should be usefully mixed and built-in, and such integration could lead to major advances in realizing intelligence.

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