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Flexible Neuro-Fuzzy Systems : Structures, Learning and Performance Evaluation

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Over the last decade fuzzy sets and fuzzy logic introduced in 1965 by
Lotfi Zadeh [113] have been used in a wide range of problem domains
including process control, image processing, pattern recognition and
classification, management, economics and decision making. Specific
applications include washing-machine automation, camcorder focusing, TV
colour tuning, automobile transmissions and subway operations [29]. We
have also been witnessing a rapid development in the area of neural networks
(see e.g. [93, 94, 135]). Both fuzzy systems and neural networks, along with
probabilistic methods [1, 20, 67], evolutionary algorithms [23, 59], rough
sets [69, 70] and uncertain variables [6, 7, 8], constitute a consortium of soft
computing techniques [1, 39, 42]. These techniques are often used in
combination. For example, fuzzy inference systems are frequently converted
into connectionist structures called neuro-fuzzy systems which exhibit
advantages of neural networks and fuzzy systems. In literature various neuro
fuzzy systems have been developed (see e.g. [11, 12, 13, 15, 18, 24, 25, 26,
34, 35, 37, 40, 49, 50, 52, 53, 54, 55, 60, 61, 65, 72, 75, 76, 80-85, 100]).
They combine the natural language description of fuzzy systems and the
learning properties of neural networks. Some of them are known in literature
under short names such as ANFIS [33], ANNBFIS [15], DENFIS [41],
FALCON [51], GARIC [3], NEFCLASS [62], NEFPROX [62, 64],
SANFIS [99] and others.
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CMOS Circuit Design, Layout, and Simulation, Second Edition
CMOS Circuit Design, Layout, and Simulation, Second Edition

2007 Winner of the Frederick Emmons Terman Award

CMOS: Circuit Design, Layout, and Simulation, Second Edition covers the practical design of both analog and digital integrated circuits, offering a vital contemporary view of a wide range of analog/digital circuit blocks, the BSIM model, data converter architectures,...

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Transcranial magnetic stimulation (TMS) was introduced in the mid 1980s in clinical neurophysiology to study the central motor pathways. Research has been exponentially increased since, and many different methods for brain stimulation have been considered during the last decade. This publication focuses on transcranially applied, non- or...

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Get the most out of Excel 2013 with this exceptional advice from Mr. Spreadsheet himself!

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Over 80 practical recipes and hidden gems for getting the most out of the Torque 3D game engine

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