Suche ›

Explanation-Based Neural Network Learning

A Lifelong Learning Approach

Springer US,
192,55 € Lieferbar in 2-3 Tagen
Dieses Produkt ist auch verfügbar als:


Lifelong learning addresses situations in which a learner faces a series of different learning tasks providing the opportunity for synergy among them. Explanation-based neural network learning (EBNN) is a machine learning algorithm that transfers knowledge across multiple learning tasks. When faced with a new learning task, EBNN exploits domain knowledge accumulated in previous learning tasks to guide generalization in the new one. As a result, EBNN generalizes more accurately from less data than comparable methods. Explanation-Based Neural Network Learning: A Lifelong Learning Approach describes the basic EBNN paradigm and investigates it in the context of supervised learning, reinforcement learning, robotics, and chess. `The paradigm of lifelong learning - using earlier learned knowledge to improve subsequent learning - is a promising direction for a new generation of machine learning algorithms. Given the need for more accurate learning methods, it is difficult to imagine a future for machine learning that does not include this paradigm.' From the Foreword by Tom M. Mitchell.


Titel: Explanation-Based Neural Network Learning
Autoren/Herausgeber: Sebastian Thrun
Aus der Reihe: The Springer International Series in Engineering and Computer Science
Ausgabe: Softcover reprint of the original 1st ed. 1996

ISBN/EAN: 9781461285977

Seitenzahl: 264
Format: 23,5 x 15,5 cm
Produktform: Taschenbuch/Softcover
Gewicht: 434 g
Sprache: Englisch - Newsletter
Möchten Sie sich für den Newsletter anmelden?

Bitte geben Sie eine gültige E-Mail-Adresse ein.
Lieber nicht