Neural-Symbolic Learning and Reasoning
Papers from the 2012 AAAI Workshop
Artur d'Avila Garcez, Pascal Hitzler, Luis C. Lamb, Cochairs
AAAI Technical Report WS-12-11
published by The AAAI Press, Palo Alto, California
This technical report is also available in book and CD format.
Contents
Organizers
Artur d'Avila Garcez
Preface
Artur d'Avila Garcez
Twenty-Five Years of Combining Symbolic and Numeric Learning
Jude Shavlik
Towards Bridging the Gap Between Pattern Recognition and Symbolic Representation Within Neural Networks
Tsvi Achler
A Neural-Symbolic Cognitive Agent with a Mind’s Eye
H. L. H. de Penning, R. J. M. den Hollander, H. Bouma, G. J. Burghouts, A. S. d'Avila Garcez
Vowel Recognition in Simulated Neurons
Christian Robert Huyck
Neural-Symbolic Rule-Based Monitoring
Alan Perotti, Artur d'Avila Garcez, Guido Boella, Daniele Rispoli
Efficiently Merging Symbolic Rules into Integrated Rules
Jim Prentzas, Ioannis Hatzilygeroudis
Scalable Inverse Reinforcement Learning via Instructed Feature Construction
Tomas Singliar, Dragos D. Margineantu
Unsurpervised Learning in Hybrid Cognitive Architectures
Yury Vinokurov, Christian Lebiere, Dean Wyatte, Seth Herd, Randall O'Reilly
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