ADVANCES IN DATA ANALYSIS AND SYSTEMS MODELING WITH COMPUTATIONAL

Description

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 Engineering, J.B. Speed School of Engineering, University of Louisville, Kentucky, USA, as a token of appreciation for his scientific and scholarly achievements, and for his longstanding service to many communities, notably the computational intelligence community, in particular neural networks, machine learning, data analyses and data mining, but also the fuzzy logic and evolutionary computation communities, to name but a few. At the same time, the book recognizes and honors Professor Żurada’s dedication and service to many scientific, scholarly and professional societies, especially the IEEE (Institute of Electrical and Electronics Engineers), the world’s largest professional technical professional organization dedicated to advancing science and technology in a broad spectrum of areas and fields. The volume is divided into five major parts, the first of which addresses theoretic, algorithmic and implementation problems related to the intelligent use of data in the sense of how to derive practically useful information and knowledge from data. In turn, Part 2 is devoted to various aspects of neural networks and connectionist systems. Part 3 deals with essential tools and techniques for intelligent technologies in systems modeling and Part 4 focuses on intelligent technologies in decision-making, optimization and control, while Part 5 explores the applications of intelligent technologies. Front Matter ....Pages i-xx Front Matter ....Pages 1-1 Tensor Networks for Dimensionality Reduction, Big Data and Deep Learning (Andrzej Cichocki)....Pages 3-49 Local Data Characteristics in Learning Classifiers from Imbalanced Data (Jerzy Błaszczyński, Jerzy Stefanowski)....Pages 51-85 Dimensions of Semantic Similarity (Paweł Szmeja, Maria Ganzha, Marcin Paprzycki, Wiesław Pawłowski)....Pages 87-125 Some Interesting Phenomenon Occurring During Self-learning Process with Its Psychological Interpretation (Ryszard Tadeusiewicz)....Pages 127-139 Front Matter ....Pages 141-141 On the Interpretation and Characterization of Echo State Networks Dynamics: A Complex Systems Perspective (Filippo Maria Bianchi, Lorenzo Livi, Cesare Alippi)....Pages 143-167 Optimization of Ensemble Neural Networks with Type-1 and Interval Type-2 Fuzzy Integration for Forecasting the Taiwan Stock Exchange (Martha Pulido, Patricia Melin, Olivia Mendoza)....Pages 169-181 Deep Neural Networks—A Brief History (Krzysztof J. Cios)....Pages 183-200 Front Matter ....Pages 201-201 Techniques for Construction and Integration of Rule Bases (Grzegorz J. Nalepa)....Pages 203-223 New Aspects of Interpretability of Fuzzy Systems for Nonlinear Modeling (Krystian Łapa, Krzysztof Cpałka, Leszek Rutkowski)....Pages 225-264 On the Intuitionistic Fuzzy Sets of n-th Type (Krassimir T. Atanassov, Peter Vassilev)....Pages 265-274 Front Matter ....Pages 275-275 MCTS/UCT in Solving Real-Life Problems (Jacek Mańdziuk)....Pages 277-292 Interactive Cone Contraction for Evolutionary Mutliple Objective Optimization (Miłosz Kadziński, Michał K. Tomczyk, Roman Słowiński)....Pages 293-309 A Review of Fuzzy and Mathematic Methods for Dynamic Parameter Adaptation in the Firefly Algorithm (Oscar Castillo, Carlos Soto, Fevrier Valdez)....Pages 311-321 Front Matter ....Pages 323-323 Computational Intelligence Methods in Personalized Pharmacotherapy (Adam E. Gawęda, Michael E. Brier)....Pages 325-333 Embodying Intelligence in Autonomous and Robotic Systems with the Use of Cognitive Psychology and Motivation Theories (Kowalczuk Zdzisław, Czubenko Michał)....Pages 335-352 Evolutionary Approach for Automatic Design of PID Controllers (Krystian Łapa, Krzysztof Cpałka)....Pages 353-373 Fuzzy-Genetic Approach to Identity Verification Using a Handwritten Signature (Marcin Zalasiński, Krzysztof Cpałka, Leszek Rutkowski)....Pages 375-394 A Method of Design and Optimization for SiC-Based Grid-Connected AC-DC Converters (S. Piasecki, R. Szmurlo, J. Rabkowski, M. P. Kazmierkowski)....Pages 395-412