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

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 En...

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Bibliographische Detailangaben
Format: Elektronisch E-Book
Sprache:Englisch
Veröffentlicht: Cham : Springer International Publishing, 2018.
Ausgabe:1st ed. 2018.
Schriftenreihe:Studies in Computational Intelligence, 738
Schlagworte:
Computational intelligence.
Artificial intelligence.
ISBN:9783319679464
ISSN:1860-949X ;
Online-Zugang: Volltext
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Inhaltsangabe:
  • 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.

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