Zur Startseite gehen
0,00 €*
Cover: 9780521774796 | Statistical Mechanics of Learning | A. Engel (u. a.) | Taschenbuch
Dekorationsartikel gehören nicht zum Leistungsumfang.
Statistical Mechanics of Learning
Taschenbuch von A. Engel (u. a.)
Sprache: Englisch

98,40 €*

inkl. MwSt.

Versandkostenfrei per Post / DHL

Lieferzeit 1-2 Wochen

Kategorien:
Beschreibung
The effort to build machines that are able to learn and undertake tasks such as datamining, image processing and pattern recognition has led to the development of artificial neural networks in which learning from examples may be described and understood. The contribution to this subject made over the past decade by researchers applying the techniques of statistical mechanics is the subject of this book. The authors provide a coherent account of various important concepts and techniques that are currently only found scattered in papers, supplement this with background material in mathematics and physics, and include many examples and exercises.
The effort to build machines that are able to learn and undertake tasks such as datamining, image processing and pattern recognition has led to the development of artificial neural networks in which learning from examples may be described and understood. The contribution to this subject made over the past decade by researchers applying the techniques of statistical mechanics is the subject of this book. The authors provide a coherent account of various important concepts and techniques that are currently only found scattered in papers, supplement this with background material in mathematics and physics, and include many examples and exercises.
Inhaltsverzeichnis
1. Getting started; 2. Perceptron learning - basics; 3. A choice of learning rules; 4. Augmented statistical mechanics formulation; 5. Noisy teachers; 6. The storage problem; 7. Discontinuous learning; 8. Unsupervised learning; 9. On-line learning; 10. Making contact with statistics; 11. A bird's eye view: multifractals; 12. Multilayer networks; 13. On-line learning in multilayer networks; 14. What else?; Appendix A. Basic mathematics; Appendix B. The Gardner analysis; Appendix C. Convergence of the perceptron rule; Appendix D. Stability of the replica symmetric saddle point; Appendix E. 1-step replica symmetry breaking; Appendix F. The cavity approach; Appendix G. The VC-theorem.
Details
Erscheinungsjahr: 2010
Fachbereich: EDV
Genre: Importe, Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
ISBN-13: 9780521774796
ISBN-10: 0521774799
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Engel, A.
Broeck, C. van den
Hersteller: Cambridge University Press
Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 244 x 170 x 19 mm
Von/Mit: A. Engel (u. a.)
Erscheinungsdatum: 01.04.2010
Gewicht: 0,595 kg
Artikel-ID: 105314240
Inhaltsverzeichnis
1. Getting started; 2. Perceptron learning - basics; 3. A choice of learning rules; 4. Augmented statistical mechanics formulation; 5. Noisy teachers; 6. The storage problem; 7. Discontinuous learning; 8. Unsupervised learning; 9. On-line learning; 10. Making contact with statistics; 11. A bird's eye view: multifractals; 12. Multilayer networks; 13. On-line learning in multilayer networks; 14. What else?; Appendix A. Basic mathematics; Appendix B. The Gardner analysis; Appendix C. Convergence of the perceptron rule; Appendix D. Stability of the replica symmetric saddle point; Appendix E. 1-step replica symmetry breaking; Appendix F. The cavity approach; Appendix G. The VC-theorem.
Details
Erscheinungsjahr: 2010
Fachbereich: EDV
Genre: Importe, Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
ISBN-13: 9780521774796
ISBN-10: 0521774799
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Engel, A.
Broeck, C. van den
Hersteller: Cambridge University Press
Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 244 x 170 x 19 mm
Von/Mit: A. Engel (u. a.)
Erscheinungsdatum: 01.04.2010
Gewicht: 0,595 kg
Artikel-ID: 105314240
Sicherheitshinweis

Ähnliche Produkte

Ähnliche Produkte

Taschenbuch
Cover: 9780521738651 | Levy Processes and Stochastic Calculus | David Applebaum | Taschenbuch
Levy Processes and Stochastic Calculus
EAN: 9780521738651
Sprache: Englisch
Von/Mit: David Applebaum

104,95 €*

Lieferzeit 1-2 Wochen

Taschenbuch
Cover: 9783110203585 | Wahrscheinlichkeitstheorie | Jochen Wengenroth | Taschenbuch | XII
Wahrscheinlichkeitstheorie
EAN: 9783110203585
Sprache: Deutsch
Von/Mit: Jochen Wengenroth

44,95 €*

Lieferzeit 2-4 Werktage

Taschenbuch
Cover: 9783322800688 | Teubner-Taschenbuch der Stochastik | Frank Beichelt (u. a.) | Buch
Teubner-Taschenbuch der Stochastik
Wahrscheinlichkeitstheorie, Stochastische Prozesse, Mathematische Statistik
EAN: 9783322800688
Sprache: Deutsch
Von/Mit: Douglas C. Montgomery (u. a.)

39,99 €*

Lieferzeit 2-4 Werktage

Taschenbuch
Cover: 9783662597163 | Artificial intelligence - When do machines take over? | Klaus Mainzer
Artificial intelligence - When do machines take over?
EAN: 9783662597163
Sprache: Englisch
Von/Mit: Klaus Mainzer

27,45 €*

Lieferzeit 2-4 Werktage

Buch
Cover: 9781493220397 | Document Management with SAP S/4HANA | Jawad Akhtar | Buch | 406 S.
Document Management with SAP S/4HANA
EAN: 9781493220397
Sprache: Englisch
Von/Mit: Jawad Akhtar

82,45 €*

Lieferzeit 1-2 Werktage

Buch
Cover: 9783030819347 | An Introduction to Machine Learning | Miroslav Kubat | Buch | xviii
An Introduction to Machine Learning
EAN: 9783030819347
Sprache: Englisch
Von/Mit: Miroslav Kubat

73,75 €*

Lieferzeit 1-2 Wochen

Taschenbuch
Cover: 9781098120276 | Practicing Trustworthy Machine Learning | Yada Pruksachatkun (u. a.)
Practicing Trustworthy Machine Learning
Consistent, Transparent, and Fair AI Pipelines
EAN: 9781098120276
Sprache: Englisch
Von/Mit: Yada Pruksachatkun (u. a.)

62,40 €*

Lieferzeit 1-2 Werktage

Taschenbuch
Cover: 9781937468989 | Simple SysML for Beginners | Using CATIA No Magic Products | Buch
Simple SysML for Beginners
Using CATIA No Magic Products
EAN: 9781937468989
Sprache: Englisch
Von/Mit: David Hetherington (u. a.)

88,80 €*

Lieferzeit 1-2 Wochen

Taschenbuch
Cover: 9780367781477 | R Programming and Its Applications in Financial Mathematics | Buch
R Programming and Its Applications in Financial Mathematics
EAN: 9780367781477
Sprache: Englisch
Von/Mit: Shuichi Ohsaki (u. a.)

54,15 €*

Lieferzeit 4-7 Werktage

Diese Website verwendet Cookies, um eine bestmögliche Erfahrung bieten zu können. Mehr Informationen ...