Statistical mechanics of learning /:
Artificial neural networks provide a simple framework for describing learning from examples. This coherent account of important concepts and techniques of statistical mechanics and their application to learning theory comes with background material in mathematics and physics, plus many examples and...
Gespeichert in:
| 1. Verfasser: | |
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| Weitere Verfasser: | |
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Cambridge, UK ; New York, NY :
Cambridge University Press,
2001.
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| Schlagworte: | |
| Online-Zugang: | Volltext |
| Zusammenfassung: | Artificial neural networks provide a simple framework for describing learning from examples. This coherent account of important concepts and techniques of statistical mechanics and their application to learning theory comes with background material in mathematics and physics, plus many examples and exercises, making it ideal for courses, self-teaching, or reference. |
| Beschreibung: | 1 online resource (xi, 329 pages) : illustrations |
| Bibliographie: | Includes bibliographical references (pages 313-325) and index. |
| ISBN: | 051102021X 9780511020216 9781139164542 1139164546 0511148054 9780511148057 9780511049828 051104982X |
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| 505 | 0 | 0 | |t Getting started -- |t Perceptron learning -- basics -- |t Choice of learning rules -- |t Augmented statistical mechanics formulation -- |t Noisy teachers -- |t Storage problem -- |t Discontinuous learning -- |t Unsupervised learning -- |t On-line learning -- |t Making contact with statistics -- |t Bird's eye view: multifractals -- |t Multilayer networks -- |t On-line learning in multilayer networks -- |t What else? |
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| contents | Getting started -- Perceptron learning -- basics -- Choice of learning rules -- Augmented statistical mechanics formulation -- Noisy teachers -- Storage problem -- Discontinuous learning -- Unsupervised learning -- On-line learning -- Making contact with statistics -- Bird's eye view: multifractals -- Multilayer networks -- On-line learning in multilayer networks -- What else? |
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| genre | Electronic books. |
| genre_facet | Electronic books. |
| id | ZDB-4-EBA-ocm56191510 |
| illustrated | Illustrated |
| indexdate | 2024-11-27T13:15:34Z |
| institution | BVB |
| isbn | 051102021X 9780511020216 9781139164542 1139164546 0511148054 9780511148057 9780511049828 051104982X |
| language | English |
| oclc_num | 56191510 |
| open_access_boolean | |
| owner | MAIN DE-863 DE-BY-FWS |
| owner_facet | MAIN DE-863 DE-BY-FWS |
| physical | 1 online resource (xi, 329 pages) : illustrations |
| psigel | ZDB-4-EBA |
| publishDate | 2001 |
| publishDateSearch | 2001 |
| publishDateSort | 2001 |
| publisher | Cambridge University Press, |
| record_format | marc |
| spelling | Engel, A. (Andreas), 1957- https://id.oclc.org/worldcat/entity/E39PCjGRPgtqtGR33YhK6JRV83 http://id.loc.gov/authorities/names/n00013856 Statistical mechanics of learning / A. Engel, C. van den Broeck. Cambridge, UK ; New York, NY : Cambridge University Press, 2001. 1 online resource (xi, 329 pages) : illustrations text txt rdacontent computer c rdamedia online resource cr rdacarrier Includes bibliographical references (pages 313-325) and index. Getting started -- Perceptron learning -- basics -- Choice of learning rules -- Augmented statistical mechanics formulation -- Noisy teachers -- Storage problem -- Discontinuous learning -- Unsupervised learning -- On-line learning -- Making contact with statistics -- Bird's eye view: multifractals -- Multilayer networks -- On-line learning in multilayer networks -- What else? Print version record. Artificial neural networks provide a simple framework for describing learning from examples. This coherent account of important concepts and techniques of statistical mechanics and their application to learning theory comes with background material in mathematics and physics, plus many examples and exercises, making it ideal for courses, self-teaching, or reference. Neural networks (Computer science) http://id.loc.gov/authorities/subjects/sh90001937 Learning. http://id.loc.gov/authorities/subjects/sh85075520 Artificial intelligence. http://id.loc.gov/authorities/subjects/sh85008180 Neural Networks, Computer https://id.nlm.nih.gov/mesh/D016571 Learning https://id.nlm.nih.gov/mesh/D007858 Artificial Intelligence https://id.nlm.nih.gov/mesh/D001185 Réseaux neuronaux (Informatique) Apprentissage. Intelligence artificielle. artificial intelligence. aat COMPUTERS Enterprise Applications Business Intelligence Tools. bisacsh COMPUTERS Intelligence (AI) & Semantics. bisacsh Artificial intelligence fast Learning fast Neural networks (Computer science) fast Künstliche Intelligenz gnd Lerntheorie gnd Maschinelles Lernen gnd Statistische Mechanik gnd http://d-nb.info/gnd/4056999-8 Leren. gtt Neurale netwerken. gtt Kunstmatige intelligentie. gtt Réseaux neuronaux (informatique) ram Intelligence artificielle. ram Apprentissage professionnel. ram Electronic books. Broeck, C. van den (Christian), 1954- https://id.oclc.org/worldcat/entity/E39PCjvrbJtQbtMX49mmhYr4jd http://id.loc.gov/authorities/names/n00013857 has work: Statistical mechanics of learning (Text) https://id.oclc.org/worldcat/entity/E39PCH8ybQvcbFPkDVG3RVGTH3 https://id.oclc.org/worldcat/ontology/hasWork Print version: Engel, A. (Andreas), 1957- Statistical mechanics of learning. Cambridge, UK ; New York, NY : Cambridge University Press, 2001 0521773075 0521774799 (DLC) 00058516 (OCoLC)44613138 FWS01 ZDB-4-EBA FWS_PDA_EBA https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=78327 Volltext |
| spellingShingle | Engel, A. (Andreas), 1957- Statistical mechanics of learning / Getting started -- Perceptron learning -- basics -- Choice of learning rules -- Augmented statistical mechanics formulation -- Noisy teachers -- Storage problem -- Discontinuous learning -- Unsupervised learning -- On-line learning -- Making contact with statistics -- Bird's eye view: multifractals -- Multilayer networks -- On-line learning in multilayer networks -- What else? Neural networks (Computer science) http://id.loc.gov/authorities/subjects/sh90001937 Learning. http://id.loc.gov/authorities/subjects/sh85075520 Artificial intelligence. http://id.loc.gov/authorities/subjects/sh85008180 Neural Networks, Computer https://id.nlm.nih.gov/mesh/D016571 Learning https://id.nlm.nih.gov/mesh/D007858 Artificial Intelligence https://id.nlm.nih.gov/mesh/D001185 Réseaux neuronaux (Informatique) Apprentissage. Intelligence artificielle. artificial intelligence. aat COMPUTERS Enterprise Applications Business Intelligence Tools. bisacsh COMPUTERS Intelligence (AI) & Semantics. bisacsh Artificial intelligence fast Learning fast Neural networks (Computer science) fast Künstliche Intelligenz gnd Lerntheorie gnd Maschinelles Lernen gnd Statistische Mechanik gnd http://d-nb.info/gnd/4056999-8 Leren. gtt Neurale netwerken. gtt Kunstmatige intelligentie. gtt Réseaux neuronaux (informatique) ram Intelligence artificielle. ram Apprentissage professionnel. ram |
| subject_GND | http://id.loc.gov/authorities/subjects/sh90001937 http://id.loc.gov/authorities/subjects/sh85075520 http://id.loc.gov/authorities/subjects/sh85008180 https://id.nlm.nih.gov/mesh/D016571 https://id.nlm.nih.gov/mesh/D007858 https://id.nlm.nih.gov/mesh/D001185 http://d-nb.info/gnd/4056999-8 |
| title | Statistical mechanics of learning / |
| title_alt | Getting started -- Perceptron learning -- basics -- Choice of learning rules -- Augmented statistical mechanics formulation -- Noisy teachers -- Storage problem -- Discontinuous learning -- Unsupervised learning -- On-line learning -- Making contact with statistics -- Bird's eye view: multifractals -- Multilayer networks -- On-line learning in multilayer networks -- What else? |
| title_auth | Statistical mechanics of learning / |
| title_exact_search | Statistical mechanics of learning / |
| title_full | Statistical mechanics of learning / A. Engel, C. van den Broeck. |
| title_fullStr | Statistical mechanics of learning / A. Engel, C. van den Broeck. |
| title_full_unstemmed | Statistical mechanics of learning / A. Engel, C. van den Broeck. |
| title_short | Statistical mechanics of learning / |
| title_sort | statistical mechanics of learning |
| topic | Neural networks (Computer science) http://id.loc.gov/authorities/subjects/sh90001937 Learning. http://id.loc.gov/authorities/subjects/sh85075520 Artificial intelligence. http://id.loc.gov/authorities/subjects/sh85008180 Neural Networks, Computer https://id.nlm.nih.gov/mesh/D016571 Learning https://id.nlm.nih.gov/mesh/D007858 Artificial Intelligence https://id.nlm.nih.gov/mesh/D001185 Réseaux neuronaux (Informatique) Apprentissage. Intelligence artificielle. artificial intelligence. aat COMPUTERS Enterprise Applications Business Intelligence Tools. bisacsh COMPUTERS Intelligence (AI) & Semantics. bisacsh Artificial intelligence fast Learning fast Neural networks (Computer science) fast Künstliche Intelligenz gnd Lerntheorie gnd Maschinelles Lernen gnd Statistische Mechanik gnd http://d-nb.info/gnd/4056999-8 Leren. gtt Neurale netwerken. gtt Kunstmatige intelligentie. gtt Réseaux neuronaux (informatique) ram Intelligence artificielle. ram Apprentissage professionnel. ram |
| topic_facet | Neural networks (Computer science) Learning. Artificial intelligence. Neural Networks, Computer Learning Artificial Intelligence Réseaux neuronaux (Informatique) Apprentissage. Intelligence artificielle. artificial intelligence. COMPUTERS Enterprise Applications Business Intelligence Tools. COMPUTERS Intelligence (AI) & Semantics. Artificial intelligence Künstliche Intelligenz Lerntheorie Maschinelles Lernen Statistische Mechanik Leren. Neurale netwerken. Kunstmatige intelligentie. Réseaux neuronaux (informatique) Apprentissage professionnel. Electronic books. |
| url | https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&AN=78327 |
| work_keys_str_mv | AT engela statisticalmechanicsoflearning AT broeckcvanden statisticalmechanicsoflearning |