منابع مشابه
Neural-symbolic integration
The field of neural-symbolic integration has received much attention recently. While with propositional paradigms, the integration of symbolic knowledge and connectionist systems (also called artificial neural networks) has already resulted in applicable systems, the theoretical foundations for the first-order case are currently being laid and first perspectives for real implementations are eme...
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Symbolic has been long considered as a language of human intelligence while neural networks have advantages of robust computation and dealing with noisy data. Integration of neural-symbolic can offer better learning and reasoning while providing a means for interpretability through the representation of symbolic knowledge. Although previous works focus intensively on supervised feedforward neur...
متن کاملNeural-Symbolic Integration Constructive Approaches
The field of neural-symbolic integration has received much attention recently. While with propositional paradigms, the integration of symbolic knowledge and connectionist systems (also called artificial neural networks) has already resulted in applicable systems, the theoretical foundations for the first-order case are currently being laid and first perspectives for real implementations are eme...
متن کاملSymbolic Integration and Asymptotic Expansions
It didn’t do the integrals, but it did apply the sum rule! What’s more, the sum rule was applied twice, even though our rule only indicated one summation. This is a basic feature of Mathematica: it applies simplification rules repeatedly without our having to ask for that explicitly. Let’s tell OurIntegrate about taking constants out of the integral. The syntax at the end of the following rule ...
متن کاملPerspectives of Neuro–Symbolic Integration
There is an obvious tension between symbolic and subsymbolic theories, because both show complementary strengths and weaknesses in corresponding applications and underlying methodologies. The resulting gap in the foundations and the applicability of these approaches is theoretically unsatisfactory and practically undesirable. We sketch a theory that bridges this gap between symbolic and subsymb...
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ژورنال
عنوان ژورنال: Communications of the ACM
سال: 1971
ISSN: 0001-0782,1557-7317
DOI: 10.1145/362637.362651