Advances in Data Analysis with Computational Intelligence Methods Dedicated to Professor Jacek Żurada /

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Gawęda, Adam E. (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt), Kacprzyk, Janusz (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt), Rutkowski, Leszek (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt), Yen, Gary G. (Επιμελητής έκδοσης, http://id.loc.gov/vocabulary/relators/edt)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2018.
• Έκδοση: 1st ed. 2018.
• Σειρά: Studies in Computational Intelligence, 738
• Θέματα: Computational intelligence.; Artificial intelligence.; Computational Intelligence.; Artificial Intelligence.

This book is a tribute to Professor Jacek Żurada, who is best known for his contributions to computational intelligence and knowledge-based neurocomputing. It is dedicated to Professor Jacek Żurada, Full Professor at the Computational Intelligence Laboratory, Department of Electrical and Computer...

Πίνακας περιεχομένων:

• PART 1, Data mining, machine learning, knowledge discovery, Tensor Networks for Dimensionality Reduction, Big Data and Deep Learning
• Local Data Characteristics in Learning Classifiers from Imbalanced Data
• Similarity dimensions of semantic ontologies
• Some interesting phenomenon occurring during self-learning process with its psychological interpretation
• PART 2, Neural networks and connectionist systems, On the interpretation and characterization of echo state networks dynamics: A complex systems perspective
• Optimization of Ensemble Neural Networks with Type-1 and Interval Type-2 Fuzzy Integration for Forecasting the Taiwan Stock Exchange
• Deep Neural Networks - A Brief History
• PART 3, Intelligent technologies in systems modeling, Techniques for Construction and Integration of Rule Bases
• New Aspects of Interpretability of Fuzzy Systems for Nonlinear Modeling
• On the intuitionistic fuzzy sets of n-th type
• PART 4. Intelligent technologies in decision making, optimization and control, MCTS/UCT in solving real-life problems
• Interactive cone contraction for evolutionary mutliple objective optimization
• A review of fuzzy and mathematic methods for dynamic parameter adaptation in the firefly algorithm
• PART 5. Applications of intelligent technologies Computational Intelligence Methods in Personalized Pharmacotherapy
• Embodying Intelligence in Autonomous and Robotic Systems with the Use of Cognitive Psychology and Motivation Theories
• Evolutionary Approach for Automatic Design of PID Controllers
• Fuzzy-genetic approach to identity verification using a handwritten signature
• A method of design and optimization for SiC-based grid-connected AC-DC converters.