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.

Soft computing is an emerging approach to computing which parallel the remarkable ability of the human mind to reason and learn in an environment of uncertainty and imprecision. Soft computing is based on some biological inspired methodologies such as genetics, evolution, ant’s behaviors, particles swarming, human nervous systems, etc. Now, soft computing is the only solution when we don’t Learning And Soft Computing | Download …

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

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Sofya Voigtuh

Learning and Soft Computing: Support Vector …

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Mattio Müllers

26 Nov 2014 ... Basic of Soft Computing Fuzzy Logic Neural Networks Genetic Algorithms. ... What is Machine Learning To build computer systems that can ... robotics, neural networks, ANN, artificial neural networks, deep learning, ... only if you have an infinitely large learning set and infinitely large computing power.

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Noels Schulzen

Soft Computing in Machine Learning – Excelic Press

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Jason Leghmann

International Conference on Machine Learning and Soft Computing (MLSC 2020) will provide an excellent international forum for sharing knowledge and results in theory, methodology and applications Machine learning and Soft Computing. The aim of the conference is to provide a platform to the researchers and practitioners from both academia as well as industry to meet and share cutting-edge Amazon.fr - Learning and Soft Computing: Support Vector ...

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Jessica Kolhmann

Soft Computing : Course content, Lecture note, …