图书简介

Introduction (Plamen Angelov); Volume 1: Explainable AI: Explainable AI and Computational Intelligence: Past and Present (Mojtaba Yeganejou and Scott Dick); Fundamentals of Fuzzy Set Theory (Fernando Gomide); Granular Computing (Andrzej Bargiela and Witold Pedrycz); Evolving Fuzzy and Neuro-Fuzzy Systems - Fundamentals, Stability, Explainability, Useability and Applications (Edwin Lughofer); Incremental Fuzzy Machine Learning for Online Classification of Emotions in Games from EEG Data Streams (Daniel Leite, Volnei Frigeri Jr and Rodrigo Medeiros); Causal Reasoning (Wenhao Zhang, Ramin Ramezani and Arash Naeim); Supervised Learning: Fuzzy Classifiers (Hamid Bouchachia); Kernel Models and Support Vector Machines (Denis Kolev, Mikhail Suvorov and Dmitry Kangin); Evolving Connectionist Systems for Adaptive Learning and Knowledge Discovery: From Neuro-fuzzy-, to Spiking-, Neurogenetic- and Quantum-Inspired: A Review of Principles and Applications (Nikola Kasabov); Supervised Learning using Spiking Neural Networks (Abeegithan Jeyasothy, Shirin Dora, Sundaram Suresh and Narasimhan Sundararajan); Fault Detection and Diagnosis based on LSTM Neural Network Applied to a Level Control Pilot Plant (Emerson Vilar de Oliveira, Yuri Thomas Nunes, Mailson Ribeiro Santos and Luiz Affonso Guedes); Conversational Agents: Theory and Applications (Mattias Wahde and Marco Virgolin); Volume 2: Deep Learning: Deep Learning and Its Adversarial Robustness: A Brief Introduction (Fu Wang, Wenjie Ruan, Chi Zhang and PeiPei Xu); Deep Learning for Graph-Structured Data (Luca Pasa, Nicolò Navarin and Alessandro Sperduti); A Critical Appraisal on Deep Neural Networks: Bridge the Gap from Deep Learning to Neuroscience via XAI (Anna-Sophia Bartle, Ziping Jiang, Debanjan Konar, Fozia Mehboob, Richard Jiang, Ahmed Bouridane and Somaya Almaadeed); Ensemble Learning (Yong Liu and Qiangfu Zhao); A Multi-Stream Deep Rule-based Ensemble System for Aerial Image Scene Classification (Xiaowei Gu and Plamen Angelov); Intelligent Control: Fuzzy Model-based Control: Predictive and Adaptive Approach (Igor Škrjanc and Sašo Blažič); Reinforcement Learning with Applications in Automation Control and Game Theory (Kyriakos G Vamvoudakis, Frank L Lewis, Draguna Vrabie); Nature-inspired Optimal Tuning of Fuzzy Controllers (Radu-Emil Precup and Radu-Codrut David); Indirect Self-evolving Fuzzy Control Approaches and Their Applications (Zhao-Xu Yang and Hai-Jun Rong); Evolutionary Computation: Evolutionary Computation: History View and Basic Concepts (Carlos A. Coello Coello, Carlos Segura and Gara Miranda); An Empirical Study of Algorithmic Bias (Dipankar Dasgupta and Sanjib Sen); Collective Intelligence: A Comprehensive Review of Methaheuristic Algorithms Inspired by Animals (Fevrier Valdez); Fuzzy Dynamic Parameter Adaptation for Grey Wolf Optimization of Modular Granular Neural Networks applied to Human Recognition using the iris biometric measure (Patricia Melin, Daniela Sanchez, and Oscar Castillo); Evaluating Inter-task Similarity for multifactorial Evolutionary Algorithm from Different Perspectives (Lei Zhou, Liang Feng, Min Jiang and Kay Chen Tan)

Trade Policy 买家须知