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Synergetic Computers and Cognition (Springer Series in Synergetics), 2nd Enlarged Ed 257 pages - hardback Springer-Verlag Berlin and Heidelberg GmbH & Co. K - (isbn 3-540-42163-7) Apr. 2004 |
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| Price: |
92,34 EUR
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| Author(s): |
Haken, Hermann
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| Description: |
This
book presents a novel approach to neural nets and thus offers a genuine
alternative to the hitherto known neuro-computers. This approach is
based on the author's discovery of the profound analogy between pattern
recognition and pattern formation in open systems far from equilibrium.
Thus the mathematical and conceptual tools of synergetics can be
exploited, and the concept of the synergetic computer formulated. A
complete and rigorous theory of pattern recognition and learning is
presented. The resulting algorithm can be implemented on serial
computers or realized by fully parallel nets whereby no spurious states
occur. Explicit examples (e.g. recognition of faces and city maps) are
provided. The recognition process is made invariant with respect to
simultaneous translation, rotation, and scaling, and allows the
recognition of complex scenes. Oscillations and hysteresis in the
perception of ambiguous patterns are treated, as well as the
recognition of movement patterns. A comparison between the recognition
abilities of humans and the synergetic computer sheds new light on
possible models of mental processes. The synergetic computer can also
perform logical steps such as the XOR operation. The new edition
includes a section on transformation properties of the equations of the
synergetic computer and on the invariance properties of the order
parameter equations. Further additions are a new section on stereopsis
and recent developments in the use of pulse-coupled neural nets for
pattern recognition.
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| Illustrations etc.: |
180 illustrations |
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| Weight: | 476 g | |||||||
| Dimensions: | 235 x 159 | |||||||
| Publisher: | Springer-Verlag Berlin and Heidelberg GmbH & Co. KG | |||||||
| Springer-Verlag | ||||||||