Innovations in ART Neural Networks

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Lazzerini, Beatrice (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt), Halici, Ugur (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Heidelberg : Physica-Verlag HD : Imprint: Physica, 2000.
• Έκδοση: 1st ed. 2000.
• Σειρά: Studies in Fuzziness and Soft Computing, 43
• Θέματα: Artificial intelligence.; Computational complexity.; Information technology.; Business-Data processing.; Artificial Intelligence.; Complexity.; IT in Business.

In the last two decades the artificial neural networks have been refined and widely used by the researchers and application engineers. We have not witnessed such a large degree of evolution in any other artificial neural network as in the Adaptive Resonance Theory (ART) neural network. The ART netwo...

Πίνακας περιεχομένων:

• 1 Novel Extension of ART2 in Surface Landmine Detection
• 2 An Efficient Mapping of Fuzzy ART onto a Neural Architecture
• 3 Fuzzy ARTMAP Modifications for Intersecting Class Distributions
• 4 Supervised Adaptive Resonance Theory and Rules
• 5 Incremental Learning and Optimization of Hierarchical Clusterings with ART-Based Modular Networks
• 6 ART-Based Autonomous Learning Systems: Part I - Architectures and Algorithms
• 7 ART-Based Autonomous Learning Systems: Part II - Applications
• 8 Adaptive Resonance Theory Microchips.