Connectionist Models: Proceedings of the 1990 Summer School
Connectionist Models contains the proceedings of the 1990 Connectionist Models Summer School held at the University of California at San Diego. The summer school provided a forum for students and faculty to assess the state of the art with regards to connectionist modeling. Topics covered range from...
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| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Saint Louis
Elsevier Science
2014
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| Schlagworte: | |
| Online-Zugang: | FAW01 |
| Zusammenfassung: | Connectionist Models contains the proceedings of the 1990 Connectionist Models Summer School held at the University of California at San Diego. The summer school provided a forum for students and faculty to assess the state of the art with regards to connectionist modeling. Topics covered range from theoretical analysis of networks to empirical investigations of learning algorithms; speech and image processing; cognitive psychology; computational neuroscience; and VLSI design.Comprised of 40 chapters, this book begins with an introduction to mean field, Boltzmann, and Hopfield networks, focusing on deterministic Boltzmann learning in networks with asymmetric connectivity; contrastive Hebbian learning in the continuous Hopfield model; and energy minimization and the satisfiability of propositional logic. Mean field networks that learn to discriminate temporally distorted strings are described. The next sections are devoted to reinforcement learning and genetic learning, along with temporal processing and modularity. Cognitive modeling and symbol processing as well as VLSI implementation are also discussed.This monograph will be of interest to both students and academicians concerned with connectionist modeling |
| Beschreibung: | Description based on publisher supplied metadata and other sources |
| Beschreibung: | 1 online resource (417 pages) |
| ISBN: | 9781483214481 9781558601567 |
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| 520 | |a Connectionist Models contains the proceedings of the 1990 Connectionist Models Summer School held at the University of California at San Diego. The summer school provided a forum for students and faculty to assess the state of the art with regards to connectionist modeling. Topics covered range from theoretical analysis of networks to empirical investigations of learning algorithms; speech and image processing; cognitive psychology; computational neuroscience; and VLSI design.Comprised of 40 chapters, this book begins with an introduction to mean field, Boltzmann, and Hopfield networks, focusing on deterministic Boltzmann learning in networks with asymmetric connectivity; contrastive Hebbian learning in the continuous Hopfield model; and energy minimization and the satisfiability of propositional logic. Mean field networks that learn to discriminate temporally distorted strings are described. The next sections are devoted to reinforcement learning and genetic learning, along with temporal processing and modularity. Cognitive modeling and symbol processing as well as VLSI implementation are also discussed.This monograph will be of interest to both students and academicians concerned with connectionist modeling | ||
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| discipline | Informatik |
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| spelling | Touretzky, David S. Verfasser aut Connectionist Models Proceedings of the 1990 Summer School Saint Louis Elsevier Science 2014 © 1991 1 online resource (417 pages) txt rdacontent c rdamedia cr rdacarrier Description based on publisher supplied metadata and other sources Connectionist Models contains the proceedings of the 1990 Connectionist Models Summer School held at the University of California at San Diego. The summer school provided a forum for students and faculty to assess the state of the art with regards to connectionist modeling. Topics covered range from theoretical analysis of networks to empirical investigations of learning algorithms; speech and image processing; cognitive psychology; computational neuroscience; and VLSI design.Comprised of 40 chapters, this book begins with an introduction to mean field, Boltzmann, and Hopfield networks, focusing on deterministic Boltzmann learning in networks with asymmetric connectivity; contrastive Hebbian learning in the continuous Hopfield model; and energy minimization and the satisfiability of propositional logic. Mean field networks that learn to discriminate temporally distorted strings are described. The next sections are devoted to reinforcement learning and genetic learning, along with temporal processing and modularity. Cognitive modeling and symbol processing as well as VLSI implementation are also discussed.This monograph will be of interest to both students and academicians concerned with connectionist modeling Connection machines -- Congresses Neural networks (Computer science) -- Congresses Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Konnektionismus (DE-588)4265446-4 gnd rswk-swf (DE-588)1071861417 Konferenzschrift gnd-content Neuronales Netz (DE-588)4226127-2 s Konnektionismus (DE-588)4265446-4 s 1\p DE-604 Elman, Jeffrey L. Sonstige oth Sejnowski, Terrence J. 1947- Sonstige (DE-588)1061879550 oth Erscheint auch als Druck-Ausgabe Touretzky, David S . Connectionist Models : Proceedings of the 1990 Summer School 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Touretzky, David S. Connectionist Models Proceedings of the 1990 Summer School Connection machines -- Congresses Neural networks (Computer science) -- Congresses Neuronales Netz (DE-588)4226127-2 gnd Konnektionismus (DE-588)4265446-4 gnd |
| subject_GND | (DE-588)4226127-2 (DE-588)4265446-4 (DE-588)1071861417 |
| title | Connectionist Models Proceedings of the 1990 Summer School |
| title_auth | Connectionist Models Proceedings of the 1990 Summer School |
| title_exact_search | Connectionist Models Proceedings of the 1990 Summer School |
| title_full | Connectionist Models Proceedings of the 1990 Summer School |
| title_fullStr | Connectionist Models Proceedings of the 1990 Summer School |
| title_full_unstemmed | Connectionist Models Proceedings of the 1990 Summer School |
| title_short | Connectionist Models |
| title_sort | connectionist models proceedings of the 1990 summer school |
| title_sub | Proceedings of the 1990 Summer School |
| topic | Connection machines -- Congresses Neural networks (Computer science) -- Congresses Neuronales Netz (DE-588)4226127-2 gnd Konnektionismus (DE-588)4265446-4 gnd |
| topic_facet | Connection machines -- Congresses Neural networks (Computer science) -- Congresses Neuronales Netz Konnektionismus Konferenzschrift |
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