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Transparent Knowledge Discovery from Data: the Power of Fuzzy Modelling and Nature-inspired Multi-objective Optimisation
Qian Zhang
Transparent Knowledge Discovery from Data: the Power of Fuzzy Modelling and Nature-inspired Multi-objective Optimisation
Qian Zhang
With the rapid development in the human capabilities to both generate and collect data, the discovery of knowledge from data has become a practical and popular research topic. In this book, the knowledge discovery from data is conducted from two overarching viewpoints: first, developing transparent prediction models from the data that represent input-output relationships using a cooperative fuzzy modelling framework; second, based on these developed models, finding the optimal designs (solutions) to achieve a set of predefined objectives using nature-inspired optimisation algorithms. The theoretical aspects behind these two research facets are described and the associated experimental studies are also carried out. This book is therefore addressed to the researchers and practitioners, who are interested in nature-inspired computation and systems modelling with intelligent systems.
Media | Boeken Paperback Book (Boek met zachte kaft en gelijmde rug) |
Vrijgegeven | 12 november 2010 |
ISBN13 | 9783639307405 |
Uitgevers | VDM Verlag Dr. Müller |
Pagina's | 208 |
Afmetingen | 226 × 12 × 150 mm · 312 g |
Taal en grammatica | Engels |
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