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ORCIDSummer School on Neural Networks 1997: Vietri sul Mare, Salerno, Italy
- C. Lee Giles
, Marco Gori:
Adaptive Processing of Sequences and Data Structures, International Summer School on Neural Networks, "E.R. Caianiello", Vietri sul Mare, Salerno, Italy, September 6-13, 1997, Tutorial Lectures. Lecture Notes in Computer Science 1387, Springer 1998, ISBN 3-540-64341-9
Architectures and Learning in Recurrent Neural Networks
- Ah Chung Tsoi:
Recurrent Neural Network Architectures: An Overview. 1-26 - Ah Chung Tsoi:
Gradient Based Learning Methods. 27-62 - Eric A. Wan, Françoise Beaufays:
Diagrammatic Methods for Deriving and Relating Temporal Neural Network Algorithms. 63-98
Processing of Data Structures
- Paolo Frasconi:
An Introduction to Learning Structured Information. 99-120 - Alessandro Sperduti:
Neural Networks for Processing Data Structures. 121-144 - Marco Gori:
The Loading Problem: Topics in Complexity. 145-167
Probabilistic Models
- Zoubin Ghahramani:
Learning Dynamic Bayesian Networks. 168-197 - Pierre Baldi:
Probabilistic Models of Neuronal Spike Trains. 198-228 - Lucas C. Parra:
Temporal Models in Blind Source Separation. 229-247
Analog vs Symbolic Computation
- Marco Maggini:
Recursive Neural Networks and Automata. 248-295 - Guo-Zheng Sun, C. Lee Giles, Hsing-Hen Chen:
The Neural Network Pushdown Automaton: Architecture, Dynamics and Training. 296-345 - Hava T. Siegelmann:
Neural Dynamics with Stochasticity. 346-369
Applications
- Michael Mozer, Debra Miller:
Parsing the Stream of Time: The Value of Event-Based Segmentation in a Complex Real-World Control Problem. 370-388 - Hervé Bourlard, Nelson Morgan:
Hybrid HMM/ANN Systems for Speech Recognition: Overview and New Research Directions. 389-417 - Patrick Gallinari:
Predictive Models for Sequence Modelling, Application to Speech and Character Recognition. 418-434
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