Neural-symbolic cognitive reasoning
- نوع فایل : کتاب
- زبان : انگلیسی
- مؤلف : Artur S D'Avila Garcez; Luis C Lamb; Dov M Gabbay
- ناشر : Berlin : Springer,
- چاپ و سال / کشور: 2009
- شابک / ISBN : 9783540732464
Description
Introduction.- Logics and Knowledge Representation.- Artificial Neural Networks.- Neural-Symbolic Learning Systems.- Connectionist Modal Logic.- Applications of Connectionist Non-classical Reasoning.- Connectionist Modal Logics in Practice.- Connectionist Temporal Logic.- Connectionist Intuitionistic Logic.- Fibring Neural Networks.- Argumentation Frameworks as Neural Networks.- Probabilistic Reasoning in Neural Networks.- Relational Learning in Neural Networks.- Conclusions.
This book explores why, regarding practical reasoning, humans are sometimes still faster than artificial intelligence systems. It is the first to offer a self-contained presentation of neural network models for many computer science logics.