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Artificial Adaptive Systems Using Au...
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Massini, Giulia.
Artificial Adaptive Systems Using Auto Contractive Maps = Theory, Applications and Extensions /
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Artificial Adaptive Systems Using Auto Contractive Maps/ by Paolo Massimo Buscema, Giulia Massini, Marco Breda, Weldon A. Lodwick, Francis Newman, Masoud Asadi-Zeydabadi.
其他題名:
Theory, Applications and Extensions /
作者:
Buscema, Paolo Massimo.
其他作者:
Massini, Giulia.
面頁冊數:
VII, 179 p. 97 illus., 74 illus. in color.online resource. :
Contained By:
Springer Nature eBook
標題:
Computational intelligence. -
電子資源:
https://doi.org/10.1007/978-3-319-75049-1
ISBN:
9783319750491
Artificial Adaptive Systems Using Auto Contractive Maps = Theory, Applications and Extensions /
Buscema, Paolo Massimo.
Artificial Adaptive Systems Using Auto Contractive Maps
Theory, Applications and Extensions /[electronic resource] :by Paolo Massimo Buscema, Giulia Massini, Marco Breda, Weldon A. Lodwick, Francis Newman, Masoud Asadi-Zeydabadi. - 1st ed. 2018. - VII, 179 p. 97 illus., 74 illus. in color.online resource. - Studies in Systems, Decision and Control,1312198-4182 ;. - Studies in Systems, Decision and Control,27.
An Introduction -- Artificial Neural Networks -- Auto-Contractive Maps -- Visualization of Auto-CM Output -- Dataset Transformations and Auto-CM -- Comparison of Auto-CM to Various Other Data Understanding Approaches.
This book offers an introduction to artificial adaptive systems and a general model of the relationships between the data and algorithms used to analyze them. It subsequently describes artificial neural networks as a subclass of artificial adaptive systems, and reports on the backpropagation algorithm, while also identifying an important connection between supervised and unsupervised artificial neural networks. The book’s primary focus is on the auto contractive map, an unsupervised artificial neural network employing a fixed point method versus traditional energy minimization. This is a powerful tool for understanding, associating and transforming data, as demonstrated in the numerous examples presented here. A supervised version of the auto contracting map is also introduced as an outstanding method for recognizing digits and defects. In closing, the book walks the readers through the theory and examples of how the auto contracting map can be used in conjunction with another artificial neural network, the “spin-net,” as a dynamic form of auto-associative memory.
ISBN: 9783319750491
Standard No.: 10.1007/978-3-319-75049-1doiSubjects--Topical Terms:
568984
Computational intelligence.
LC Class. No.: Q342
Dewey Class. No.: 006.3
Artificial Adaptive Systems Using Auto Contractive Maps = Theory, Applications and Extensions /
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