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This book deals with the theory, design principles, and application of hybrid intelligent systems using type-2 fuzzy sets in combination with other paradigms of Soft Computing technology such as Neuro-Computing and Evolutionary Computing.
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Presenting a fresh approach to the fuzzy modeling of dynamic processes in systems science research, this book's coverage of both theory and key applications incorporates time as a source of fuzziness and treats applied EFD systems such as software libraries.
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The book Advanced Feature Selection and Feature Extraction Techniques for Omics Data Analysis provides insight into this innovative area where biological science and computational science collide.
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This book studies different classification, detection and decision fusion algorithms, and helps practitioners deal with uncertainty in their data sets.
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Explores why language-based AI represents something fundamentally different from previous automation, examining both imagined... Læs mere
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As data becomes more abundant and widespread across personal devices, the need for secure, privacy-aware machine learning is growing. Federated Learning (FL) offers a promising solution, enabling smart devices to collaboratively train models without sharing raw data.
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This book summarizes years of research in the field of fuzzy relational programming, with a special emphasis... Læs mere
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This book describes the latest advances in fuzzy logic, neural networks, and optimization... Læs mere
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This book provides concise yet thorough coverage of the fundamentals and technology of fuzzy sets. Timely topics and recent... Læs mere
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This book confronts this old issue head on, with a historical look, incorporating recent advances and new perspectives, thus leading to promising new methods and approaches.
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It covers a wide range of methods and technologies, including deep neural networks, large scale neural models, brain computer interface, signal processing methods, as well as models of perception, studies on emotion recognition, self-organization and many more.
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Design of Explainable Fuzzy Systems (EXFS) is rooted in Interpretable Fuzzy Systems, which are thoroughly covered in the book. Finally, the book shows with practical examples how to design EXFS from interpretable fuzzy systems and natural language generation.