Perspectives of neural-symbolic integration /
| Other Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Berlin ; New York :
Springer,
[2007], ©2007
Berlin ; New York : c2007 |
| Series: | Studies in computational intelligence ;
v. 77 Studies in computational intelligence ; v. 77 |
| Subjects: |
Table of Contents:
- Kernels for strings and graphs / Craig Saunders and Anthony Demco
- Comparing sequence classification algorithms for protein subcellular localization / Fabrizio Costa, Sauro Menchetti, and Paolo Frasconi
- Mining structure-activity relations in biological neural networks using NeuronRank / Tayfun Gürel, Luc De Raedt, and Stefan Rotter
- Adaptive contextual processing of structured data by recursive neural networks : a survey of computational properties / Barbara Hammer, Alessio Micheli, and Alessandro Sperduti
- Markovian bias of neural-based architectures with feedback connections / Peter Tiňo, Barbara Hammer, and Mikael Bodén
- Time series prediction with the self-organizing map : a review / Guilherme A. Barreto
- A dual interaction perspective for robot cognition : grasping as a "Rosetta stone" / Helge Ritter, Robert Haschke, and Jochen J. Steil
- SHRUTI : a neurally motivated architecture for rapid, scalable inference / Lokendra Shastri
- The core method : connectionist model generation for first-order logic programs / Sebastian Bader ... [et al.]
- Learning models of predicate logical theories with neural networks based on topos theory / Helmar Gust, Kai-Uwe Kühnberger, and Peter Geibel
- Advances in neural-symbolic learning systems : modal and temporal reasoning / Artur S. d'Avila Garcez
- Connectionist representation of multi-valued logic programs / Ekaterina Komendantskaya, Máire Lane and Anthony Karel Seda
- Kernels for strings and graphs / Craig Saunders and Anthony Demco
- Comparing sequence classification algorithms for protein subcellular localization / Fabrizio Costa, Sauro Menchetti, and Paolo Frasconi
- Mining structure-activity relations in biological neural networks using NeuronRank / Tayfun Gürel, Luc De Raedt, and Stefan Rotter
- Adaptive contextual processing of structured data by recursive neural networks: a survey of computational properties / Barbara Hammer, Alessio Micheli, and Alessandro Sperduti
- Markovian bias of neural-based architectures with feedback connections / Peter Tiňo, Barbara Hammer, and Mikael Bodén
- Time series prediction with the self-organizing map: a review / Guilherme A. Barreto
- A dual interaction perspective for robot cognition: grasping as a "Rosetta stone" / Helge Ritter, Robert Haschke, and Jochen J. Steil
- SHRUTI: a neurally motivated architecture for rapid, scalable inference / Lokendra Shastri
- The core method: connectionist model generation for first-order logic programs / Sebastian Bader ... [et al.]
- Learning models on predicate logical theories with neural networks based on topos theory / Helmar Gust, Kai-Uwe Kühnberger, and Peter Geibel
- Advances in neural-symbolic learning systems: modal and temporal reasoning / Artur S. d'Avila Garcez
- Connectionist representation of multi-valued logic programs / Ekaterina Komendantskaya, Máire Lane and Anthony Karel Seda
- Pt. I Structured Data and Neural Networks
- Introduction: Structured Data and Neural Networks
- 1. Kernels for Strings and Graphs / Craig Saunders and Anthony Demco
- 2. Comparing Sequence Classification Algorithms for Protein Subcellular Localization / Fabrizio Costa, Sauro Menchetti and Paolo Frasconi
- 3. Mining Structure-Activity Relations in Biological Neural Networks using NeuronRank / Tayfun Gurel, Luc De Raedt and Stefan Rotter
- 4. Adaptive Contextual Processing of Structured Data by Recursive Neural Networks: A Survey of Computational Properties / Barbara Hammer, Alessio Micheli and Alessandro Sperduti
- 5. Markovian Bias of Neural-based Architectures With Feedback Connections / Peter Tino, Barbara Hammer and Mikael Boden
- 6. Time Series Prediction with the Self-Organizing Map: A Review / Guilherme A. Barreto
- 7. A Dual Interaction Perspective for Robot Cognition: Grasping as a "Rosetta Stone" / Helge Ritter, Robert Haschke and Jochen J. Steil
- Pt. II. Logic and Neural Networks
- Introduction: Logic and Neural Networks
- 8. SHRUTI: A Neurally Motivated Architecture for Rapid, Scalable Inference / Lokendra Shastri
- 9. The Core Method: Connectionist Model Generation for First-Order Logic Programs / Sebastian Bader, Pascal Hitzler, Steffen Holldobler and Andreas Witzel
- 10. Learning Models of Predicate Logical Theories with Neural Networks Based on Topos Theory / Helmar Gust, Kai-Uwe Kuhnberger and Peter Geibel
- 11. Advances in Neural-Symbolic Learning Systems: Modal and Temporal Reasoning / Artur S. d'Avila Garcez
- 12. Connectionist Representation of Multi-Valued Logic Programs / Ekaterina Kamendantskaya, Maire Lane and Anthony Karel Seda.