Artificial Intelligence and Soft Computing

Table of Contents

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   Book Overview
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   Chapter 1 Visualizing and Understanding Nonnegativity Constrained Sparse Autoencoder in Deep Learning
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   Chapter 2 Experimental Analysis of Forecasting Solar Irradiance with Echo State Networks and Simulating Annealing
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   Chapter 3 Neural System for Power Load Prediction in a Week Time Horizon
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   Chapter 4 A New Proposition of the Activation Function for Significant Improvement of Neural Networks Performance
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   Chapter 5 Application of the Givens Rotations in the Neural Network Learning Algorithm
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   Chapter 6 Parallel Learning of Feedforward Neural Networks Without Error Backpropagation
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   Chapter 7 Parallelization of Image Encryption Algorithm Based On Chaotic Neural Networks
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   Chapter 8 Ensemble ANN Classifier for Structural Health Monitoring
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    Chapter 9 Characterisation and Modeling of Organic Solar Cells by Using Radial Basis Neural Networks
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    Chapter 10 Method Enabling the First Hidden Layer of Multilayer Perceptrons to Make Division of Space with Various Hypercurves
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    Chapter 11 Rough Restricted Boltzmann Machine – New Architecture for Incomplete Input Data
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    Chapter 12 Word Embeddings for the Polish Language
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    Chapter 13 Estimation of Deep Neural Networks Capabilities Using Polynomial Approach
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    Chapter 14 Training Neural Networks by Optimizing Random Subspaces of the Weight Space
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    Chapter 15 Single Layer Feedforward Networks Construction Based on Orthogonal Least Square and Particle Swarm Optimization
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    Chapter 16 Problems of Identification of Cloud-Based Fuzzy Evolving Systems
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    Chapter 17 Uncertainty Measurement for the Interval Type-2 Fuzzy Set
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    Chapter 18 Slicing Strategies for the Generalised Type-2 Mamdani Fuzzy Inferencing System
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    Chapter 19 On the Sensitivity of Weighted General Mean Based Type-2 Fuzzy Signatures
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    Chapter 20 Selected Temporal Logic Systems: An Attempt at Engineering Evaluation
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    Chapter 21 New Approach for Nonlinear Modelling Based on Online Designing of the Fuzzy Rule Base
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    Chapter 22 New Approach for Interpretability of Neuro-Fuzzy Systems with Parametrized Triangular Norms
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    Chapter 23 An Application of Fuzzy Logic to Traffic Lights Control and Simulation in Real Time
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    Chapter 24 Implementation of a Parallel Fuzzy System in the FPGA Circuit
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    Chapter 25 The Method of Hardware Implementation of Fuzzy Systems on FPGA
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    Chapter 26 Learning Rules for Hierarchical Fuzzy Logic Systems Using Wu & Mendel IF-THEN Rules Quality Measures
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    Chapter 27 Cyclic Scheduling Line with Uncertain Data
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    Chapter 28 Identification of a Multi-criteria Model of Location Assessment for Renewable Energy Sources
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    Chapter 29 Integration of Multiple Graph Datasets and Their Linguistic Summaries: An Application to Linked Data
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    Chapter 30 Combining Fuzzy Cognitive Maps and Discrete Random Variables
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    Chapter 31 Natural Computing in Pump-Scheduling Optimization for Water Supply System: Case Study
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    Chapter 32 Hybrid Parallelization of Evolutionary Model Tree Induction
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    Chapter 33 Application of Genetic Algorithms in the Construction of Invertible Substitution Boxes
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    Chapter 34 Grammatical Evolution in a Matrix Factorization Recommender System
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    Chapter 35 Memetic Optimization of Graphene-Like Materials on Intel PHI Coprocessor
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    Chapter 36 On Aggregation of Stages in Multi-criteria Optimization of Chain Structured Processes
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    Chapter 37 A New Differential Evolution Algorithm with Alopex-Based Local Search
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    Chapter 38 New Method for Fuzzy Nonlinear Modelling Based on Genetic Programming
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    Chapter 39 Aspects of Evolutionary Construction of New Flexible PID-fuzzy Controller
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    Chapter 40 Chaos Enhanced Repulsive MC-PSO/DE Hybrid
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    Chapter 41 The Method of the Evolutionary Designing the Elastic Controller Structure
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    Chapter 42 Extended Study on the Randomization and Sequencing for the Chaos Embedded Heuristic
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    Chapter 43 Hierarchical and Massively Interactive Approaches for Hybridization of Evolutionary Computations and Agent Systems—Comparison in Financial Application
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    Chapter 44 Multi-chaotic System Induced Success-History Based Adaptive Differential Evolution
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    Chapter 45 Generalized Shape Language Application to Detection of a Specific Type of Bone Erosion in X-ray Images
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    Chapter 46 On the Relation Between k NN Accuracy and Dataset Compression Level
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    Chapter 47 Diversity Analysis on Imbalanced Data Using Neighbourhood and Roughly Balanced Bagging Ensembles
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    Chapter 48 Dynamic Ensemble Selection Using Discriminant Functions and Normalization Between Class Labels – Approach to Binary Classification
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    Chapter 49 Towards a Hybrid Learning Approach to Efficient Tone Pattern Recognition
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    Chapter 50 Linguistic Descriptors and Analytic Hierarchy Process in Face Recognition Realized by Humans
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    Chapter 51 Quick Real-Boost with: Weight Trimming, Exponential Impurity, Bins, and Pruning
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    Chapter 52 Instance Selection Optimization for Neural Network Training
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    Chapter 53 Artificial Intelligence and Soft Computing
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    Chapter 54 A Hidden Markov Model with Controlled Non-parametric Emissions
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    Chapter 55 Classifying Mutants with Decomposition Kernel
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    Chapter 56 On Optimal Wavelet Bases for Classification of Melanoma Images Through Ensemble Learning
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    Chapter 57 Comparison of SVM and Ontology-Based Text Classification Methods
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    Chapter 58 Mapping Population and Mobile Pervasive Datasets into Individual Behaviours for Urban Ecosystems
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    Chapter 59 A Decision Support System Based on Hybrid Metaheuristic for Solving the Constrained Capacitated Vehicle Routing Problem: The Tunisian Case
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    Chapter 60 Iterative Learning in Repetitive Optimal Control of Linear Dynamic Processes
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    Chapter 61 Toward a Knowledge Based Multi-agent Architecture for the Reactive Container Stacking in Seaport Terminals
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    Chapter 62 Agents Retaining and Reusing of Experience Applied to Control of Semi-continuous Production Process
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    Chapter 63 Constraint Solving-Based Automatic Generation of Mobile Agent Itineraries
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    Chapter 64 Control Planning for Autonomous Off-Grid Outdoor Lighting Systems Based on Energy Consumption Preferences
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    Chapter 65 Control of the Compass Gait Biped Robot
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    Chapter 66 $$ \varvec{H}_{\infty } $$ H ∞ Optimal Actuator and Sensor Placement for Linear Systems