Artificial Neural Networks and Machine Learning -- ICANN 2014

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The book constitutes the proceedings of the 24th International Conference on Artificial Neural Networks, ICANN 2014, held in Hamburg, Germany, in September 2014.
The 107 papers included in the proceedings were carefully reviewed and selected from 173 submissions. The focus of the papers is on following topics: recurrent networks; competitive learning and self-organisation; clustering and classification; trees and graphs; human-machine interaction; deep networks; theory; reinforcement learning and action; vision; supervised learning; dynamical models and time series; neuroscience; and applications.

Inhalt

Recurrent Networks.- Sequence Learning.- Echo State Networks.- Recurrent Network Theory.- Competitive Learning and Self-Organisation.- Clustering and Classification.- Trees and Graphs.- Human-Machine Interaction.- Deep Networks.- Theory.- Optimization.- Layered Networks.- Reinforcement Learning and Action.- Vision.- Detection and Recognition.- Invariances and Shape Recovery.- Attention and Pose Estimation.- Supervised Learning.- Ensembles.- Regression.- Classification.- Dynamical Models and Time Series.- Neuroscience.- Cortical Models.- Line Attractors and Neural Fields.- Spiking and Single Cell Models.- Applications.- Users and Social Technologies.- Demonstrations.

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Weitere Informationen

  • Allgemeine Informationen
    • GTIN 09783319111780
    • Editor Stefan Wermter, Cornelius Weber, Wlodzislaw Duch, Allessandro E. P. Villa, Petia Koprinkova-Hristova, Sven Magg, Günther Palm, Timo Honkela
    • Sprache Englisch
    • Auflage 2014
    • Größe H235mm x B155mm x T47mm
    • Jahr 2014
    • EAN 9783319111780
    • Format Kartonierter Einband
    • ISBN 3319111787
    • Veröffentlichung 22.09.2014
    • Titel Artificial Neural Networks and Machine Learning -- ICANN 2014
    • Untertitel 24th International Conference on Artificial Neural Networks, Hamburg, Germany, September 15-19, 2014, Proceedings
    • Gewicht 1305g
    • Herausgeber Springer International Publishing
    • Anzahl Seiten 880
    • Lesemotiv Verstehen
    • Genre Informatik

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