Learning and Soft Computing.pdf

Learning and Soft Computing

Vojislav Kecman

This textbook provides a thorough introduction to the field of learning from experimental data and soft computing. Support vector machines (SVM) and neural networks (NN) are the mathematical structures, or models, that underlie learning, while fuzzy logic systems (FLS) enable us to embed structured human knowledge into workable algorithms. The book assumes that it is not only useful, but necessary, to treat SVM, NN, and FLS as parts of a connected whole. Throughout, the theory and algorithms are illustrated by practical examples, as well as by problem sets and simulated experiments. This approach enables the reader to develop SVM, NN, and FLS in addition to understanding them. The book also presents three case studies: on NN-based control, financial time series analysis, and computer graphics. A solutions manual and all of the MATLAB programs needed for the simulated experiments are available.

Title: Soft Computing 1 Soft Computing BISC The Berkeley Initiative in Soft Computing Electrical Engineering and Computer Sciences Department BISC The Berkeley Initiative in Soft Computing Electrical Engineering and Computer Sciences Department Masoud Nikravesh BISC Program, EECS-UCB National Energy Research Scientific Computing Center (NERSC) Lawrence Berkeley National Laboratory (LBNL) …

3.61 MB Taille du fichier
9780262112550 ISBN
Learning and Soft Computing.pdf

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Sofya Voigtuh

24 Apr 2019 ... Soft Computing (SC) is an emerging area in Computer Science that is tolerant to imprecise and uncertain problems with partial truth to achieve ... Soft Computing; Fuzzy Systems; Neural Networks; Machine learning; Probabilistic Reasoning; Evolutionary Computing; Pattern recognition; Hybrid intelligent ...

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Mattio Müllers

12/11/2017 · Take the Full Course of Soft Computing What we Provide 1) 12 Videos (Index is given down) + More Update will be Coming Before final exams 2)Hand made Notes with problems for your to practice 3

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Noels Schulzen

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Jessica Kolhmann

Title: Soft Computing 1 Soft Computing BISC The Berkeley Initiative in Soft Computing Electrical Engineering and Computer Sciences Department BISC The Berkeley Initiative in Soft Computing Electrical Engineering and Computer Sciences Department Masoud Nikravesh BISC Program, EECS-UCB National Energy Research Scientific Computing Center (NERSC) Lawrence Berkeley National Laboratory (LBNL) …