Advances in Neural Information Processing Systems 7: Proceedings of the 1994 Conference (A Bradford Book) - Hardcover

Hardcover

ISBN 10: 0262201046 ISBN 13: 9780262201049

Verlag: MIT Press, 1995

Inhaltsangabe

November 28-December 1, 1994, Denver, Colorado


NIPS is the longest running annual meeting devoted to Neural Information Processing Systems. Drawing on such disparate domains as neuroscience, cognitive science, computer science, statistics, mathematics, engineering, and theoretical physics, the papers collected in the proceedings of NIPS7 reflect the enduring scientific and practical merit of a broad-based, inclusive approach to neural information processing. The primary focus remains the study of a wide variety of learning algorithms and architectures, for both supervised and unsupervised learning. The 139 contributions are divided into eight parts: Cognitive Science, Neuroscience, Learning Theory, Algorithms and Architectures, Implementations, Speech and Signal Processing, Visual Processing, and Applications.

Topics of special interest include the analysis of recurrent nets, connections to HMMs and the EM procedure, and reinforcement- learning algorithms and the relation to dynamic programming. On the theoretical front, progress is reported in the theory of generalization, regularization, combining multiple models, and active learning. Neuroscientific studies range from the large-scale systems such as visual cortex to single-cell electrotonic structure, and work in cognitive scientific is closely tied to underlying neural constraints. There are also many novel applications such as tokamak plasma control, Glove-Talk, and hand tracking, and a variety of hardware implementations, with particular focus on analog VLSI.

Über diesen Titel

Über die Autorin bzw. den Autor

Todd K. Leen is Professor of Computer Science and Engineering, and of Electrical and Computer Engineering, at Oregon Graduate Institute of Science and Technology.

Details zur Ausgabe

• Verlag: MIT Press
• Erscheinungsdatum: 1995
• Sprache: Englisch
• ISBN 10: 0262201046
• ISBN 13: 9780262201049
• Einband: Tapa dura
• Anzahl der Seiten: 1167
• Herausgeber: Leen Todd K., Tesauro Gerald, Touretzky David S.
• Kontakt zum Hersteller: Nicht verfügbar