Hybrid Competitive Learning Method Using the Fireworks Algorithm and Artificial Neural Networks / / Fevrier Valdez, Juan Barraza, and Patricia Melin |
Autore | Valdez Fevrier |
Edizione | [First edition.] |
Pubbl/distr/stampa | Cham, Switzerland : , : Springer, , [2023] |
Descrizione fisica | 1 online resource (112 pages) |
Disciplina | 006.31 |
Collana | SpringerBriefs in Applied Sciences and Technology Series |
Soggetto topico |
Machine learning
Neural networks (Computer science) |
ISBN | 3-031-47712-X |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Intro -- Preface -- Contents -- 1 Introduction to the Hybrid Method Between Fireworks Algorithm and Competitive Neural Network -- References -- 2 Basic Concepts of Neural Networks and Fuzzy Logic -- 2.1 Artificial Neural Networks -- 2.2 Competitive Artificial Neural Network (CNN) -- 2.3 Optimization Algorithms -- 2.4 Fireworks Algorithm (FWA) -- 2.5 Clustering Algorithms -- 2.6 Clustering Index Validation -- 2.7 Fuzzy Logic -- 2.8 Interval Type-2 Fuzzy Logic -- References -- 3 Hybrid Method Between Fireworks Algorithm and Competitive Neural Network -- 3.1 Datasets -- 3.1.1 Iris Dataset -- 3.1.2 Wine Dataset -- 3.1.3 Breast Cancer Wisconsin Diagnostic (WDBC) -- 3.2 Optimization Methods -- 3.2.1 FWAC -- 3.2.2 FFWAC -- 3.2.3 F2FWAC -- 3.3 Clustering Method -- 3.3.1 Competitive Neural Network -- 3.4 Classification Methods (Fuzzy Classifiers) -- 3.4.1 T1FIS-Mamdani and Sugeno Type -- 3.4.2 IT2FIS-Mamdani and Sugeno Type -- References -- 4 Simulation Studies of the Hybrid of Fuzzy Fireworks and Competitive Neural Networks -- 4.1 Optimization Methods -- 4.1.1 Fireworks Algorithm for Clustering (FWAC) -- 4.1.2 Type 1 Fuzzy Logic Fireworks Algorithm for Clustering (FFWAC) -- 4.1.3 Interval Type 2 Fuzzy Logic Fireworks Algorithm for Clustering (F2FFWA) -- 4.2 Classification Methods -- 4.2.1 Type 1 FIS Classifier (T1FIS) -- 4.2.2 Interval Type 2 Fuzzy Logic Classifiers (IT2FIS) -- 4.3 Statistical Comparison Results of the Optimization of the Fuzzy Classification Models -- 5 Conclusions to the Hybrid Method Between Fireworks Algorithm and Competitive Neural Network -- 5.1 Future Works -- Index. |
Record Nr. | UNINA-9910766885603321 |
Valdez Fevrier | ||
Cham, Switzerland : , : Springer, , [2023] | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
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Hybrid Intelligent Systems Based on Extensions of Fuzzy Logic, Neural Networks and Metaheuristics [[electronic resource] /] / edited by Oscar Castillo, Patricia Melin |
Autore | Castillo Oscar |
Edizione | [1st ed. 2023.] |
Pubbl/distr/stampa | Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2023 |
Descrizione fisica | 1 online resource (489 pages) |
Disciplina | 006.3 |
Altri autori (Persone) | MelinPatricia |
Collana | Studies in Computational Intelligence |
Soggetto topico |
Computational intelligence
Artificial intelligence Computational Intelligence Artificial Intelligence |
ISBN | 3-031-28999-4 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | A decision-making approach based on multiple neural networks for clustering and prediction of time series -- Approximation of Physicochemical Properties based on a Mes-sage Passing Neural Network Approach -- Quanvolutional Neural Network applied to MNIST -- Traffic Sign Recognition Using Fuzzy Preprocessing and Deep Neural Networks -- Fuzzy dynamic adaptation of an Artificial Fish Swarm Algo-rithm for the Optimization of Benchmark Functions -- Particle Swarm Optimization Algorithm with Improved Opposi-tion-Based Learning (IOBL-PSO) to Solve Continuous Problems -- Study on the effect of chaotic maps in the formation of new uni-verses in the Multiverse Optimizer algorithm -- Performance comparative of surrogate models as fitness func-tions for metaheuristic algorithms -- A New Continuous Mycorrhiza Optimization Nature-Inspired Algorithm -- Optimal Tuning of an Active Disturbance Rejection Controller using a Particle Swarm Optimization algorithm -- Optimization of Fuzzy Controllers using Distributed Bioinspired Methods with Random parameters -- Application of Compensatory Fuzzy Logic in Diabetes Problem Using Pima-Indians Dataset -- Comparison of the effect of parameter adaptation in bio-inspired CS algorithm using Type-2 Fuzzy Logic -- Interpretability of an Archimedean Compensatory Fuzzy Logic in Data Analytics: some case studies -- A new selection and class prediction using type-1 fuzzy logic ap-plied to a convolutional neural network -- Relaxed Differential Evolution Algorithm -- Automatic Characterization of Time Series Using Metaheuristic Algorithms for Epidemics Spread Analysis -- Comparative study of heuristics for the One-dimensional Bin Pa-cking Problem -- Experimental Evaluation of Adaptive Operators Selection Methods for the Dynamic Multiobjective Evolutionary Algorithm Based on Decomposition (DMOEA/D) -- Automated Machine Learning to improve stock-market forecast-ing using PSO and LSTM networks -- Evolutionary Gaussian-Gradient: A new optimization algorithm for the electromechanical design of gravitational batteries -- A comparison between selection operators heuristics of perturba-tion in CSP -- Trajectory Tracking Control of Wheeled Mobile Robots Using Neural Networks and Feedback Control Techniques -- An Evolutionary Bilevel Optimization Approach for Neuroevolu-tion -- Recovering from population extinction in the Animal Life Cycle Algorithm (ALCA) -- Multi-objective optimization through coevolution and outranking methods with uncertainty management -- EDA Experimental Proposal with Mallows Distribution applied to the Mixed No-idle Permutation Flowshop Scheduling problem -- Interval Type-3 Fuzzy Decision Making in Material Surface Quality Control -- Interval Type-3 Fuzzy Decision Making in Quality Evaluation for Speaker Manufacturing. |
Record Nr. | UNINA-9910731480603321 |
Castillo Oscar | ||
Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2023 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
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Hybrid Intelligent Systems in Control, Pattern Recognition and Medicine [[electronic resource] /] / edited by Oscar Castillo, Patricia Melin |
Edizione | [1st ed. 2020.] |
Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 |
Descrizione fisica | 1 online resource (ix, 362 pages) |
Disciplina | 511.3 |
Collana | Studies in Computational Intelligence |
Soggetto topico |
Computational intelligence
Control engineering Biomedical engineering Computational Intelligence Control and Systems Theory Biomedical Engineering and Bioengineering |
ISBN | 3-030-34135-6 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Part I: Type-1 and Type-2 Fuzzy Logic -- Intuitionistic and Neutrosophic Fuzzy Logic: Basic Concepts and Applications -- Study of the Relevance of Polynomial Order in Takagi-Sugeno Fuzzy Inference Systems Applied in Diagnosis Prolems -- Adaptation of Parameters with Binary Cat Swarm Optimization Algorithm of Controller for a Mobile Autonomous Robot -- Comparison of Fuzzy Controller Optimization with Dynamic Parameter Adjustment based on of Type-1 and Type-2 Fuzzy Logic -- Part II: Pattern Recognition -- Particle Swarm Algorithm for the Optimization of Modular Neural Networks in Pattern Recognition -- Optimal recognition model based on convolutional neural networks and fuzzy gravitational search algorithm method. |
Record Nr. | UNINA-9910484883303321 |
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
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Intelligent Systems Design and Applications [[electronic resource] ] : 18th International Conference on Intelligent Systems Design and Applications (ISDA 2018) held in Vellore, India, December 6-8, 2018, Volume 1 / / edited by Ajith Abraham, Aswani Kumar Cherukuri, Patricia Melin, Niketa Gandhi |
Edizione | [1st ed. 2020.] |
Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 |
Descrizione fisica | 1 online resource (XXII, 1158 p. 606 illus., 358 illus. in color.) |
Disciplina | 006.3 |
Collana | Advances in Intelligent Systems and Computing |
Soggetto topico |
Computational intelligence
Artificial intelligence Computational Intelligence Artificial Intelligence |
ISBN | 3-030-16657-0 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNINA-9910484191203321 |
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
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Intelligent Systems Design and Applications [[electronic resource] ] : 18th International Conference on Intelligent Systems Design and Applications (ISDA 2018) held in Vellore, India, December 6-8, 2018, Volume 2 / / edited by Ajith Abraham, Aswani Kumar Cherukuri, Patricia Melin, Niketa Gandhi |
Edizione | [1st ed. 2020.] |
Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 |
Descrizione fisica | 1 online resource (1,134 pages) |
Disciplina | 006.33 |
Collana | Advances in Intelligent Systems and Computing |
Soggetto topico |
Computational intelligence
Artificial intelligence Computational Intelligence Artificial Intelligence |
ISBN | 3-030-16660-0 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNINA-9910484966503321 |
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
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Interval type-3 fuzzy systems : theory and design / / Oscar Castillo, Juan R. Castro and Patricia Melin |
Autore | Castillo Oscar |
Pubbl/distr/stampa | Cham, Switzerland : , : Springer International Publishing, , [2022] |
Descrizione fisica | 1 online resource (109 pages) |
Disciplina | 003 |
Collana | Studies in Fuzziness and Soft Computing |
Soggetto topico |
Fuzzy systems
Fuzzy logic |
ISBN | 3-030-96515-5 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNINA-9910552746603321 |
Castillo Oscar | ||
Cham, Switzerland : , : Springer International Publishing, , [2022] | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
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Intuitionistic and Type-2 Fuzzy Logic Enhancements in Neural and Optimization Algorithms: Theory and Applications [[electronic resource] /] / edited by Oscar Castillo, Patricia Melin, Janusz Kacprzyk |
Edizione | [1st ed. 2020.] |
Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 |
Descrizione fisica | 1 online resource (767 pages) |
Disciplina | 006.3 |
Collana | Studies in Computational Intelligence |
Soggetto topico |
Computational intelligence
Artificial intelligence Computational Intelligence Artificial Intelligence |
ISBN | 3-030-35445-8 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Part I: Type-1 and Type-2 Fuzzy Logic -- Parameter adaptation in the imperialist competitive algorithm using generalized type-2 fuzzy logic -- A Mamdani fuzzy inference protocol aimed to identify heterogeneity of the allometric response in arithmetical space -- Fireworks Algorithm (FWA) with adaptation of parameters using Interval Type-2 Fuzzy Logic System -- Omnidirectional Four Wheel Mobile Robot Control with a Type-2 Fuzzy Logic Behavior-based Strategy. |
Record Nr. | UNINA-9910484767403321 |
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
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Nature-Inspired Design of Hybrid Intelligent Systems [[electronic resource] /] / edited by Patricia Melin, Oscar Castillo, Janusz Kacprzyk |
Edizione | [1st ed. 2017.] |
Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2017 |
Descrizione fisica | 1 online resource (XII, 838 p. 390 illus., 258 illus. in color.) |
Disciplina | 511.313 |
Collana | Studies in Computational Intelligence |
Soggetto topico |
Computational intelligence
Computational Intelligence |
ISBN | 3-319-47054-X |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Type-2 and Intuitionistic Fuzzy Logic: On the Graphical Representation of Intuitionistic Membership Functions for its use in Intuitionistic Fuzzy Inference Systems -- A gravitational search algorithm using type-2 fuzzy logic for parameter adaptation -- General Type-2 Fuzzy edge detection in the preprocessing of a face recognition system -- Interval Type-2 Fuzzy Possibilistic C-Means Optimization using Particle Swarm Optimization -- Optimization of Type-2 and Type-1 Fuzzy Integrator to Ensemble Neural Network with Fuzzy Weights Adjustment -- Choquet integral and Interval Type-2 Fuzzy Choquet integral for edge detection -- An Overview of Granular Computing using Fuzzy Logic Systems. |
Record Nr. | UNINA-9910254356503321 |
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2017 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
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New Backpropagation Algorithm with Type-2 Fuzzy Weights for Neural Networks [[electronic resource] /] / by Fernando Gaxiola, Patricia Melin, Fevrier Valdez |
Autore | Gaxiola Fernando |
Edizione | [1st ed. 2016.] |
Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2016 |
Descrizione fisica | 1 online resource (111 p.) |
Disciplina | 006.3 |
Collana | SpringerBriefs in Computational Intelligence |
Soggetto topico |
Computational intelligence
Artificial intelligence Computational Intelligence Artificial Intelligence |
ISBN | 3-319-34087-5 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Introduction.-Theory and Background -- Problem Statement an Development -- Simulations and Results -- Conclusions. |
Record Nr. | UNINA-9910254243603321 |
Gaxiola Fernando | ||
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2016 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
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New Classification Method Based on Modular Neural Networks with the LVQ Algorithm and Type-2 Fuzzy Logic [[electronic resource] /] / by Jonathan Amezcua, Patricia Melin, Oscar Castillo |
Autore | Amezcua Jonathan |
Edizione | [1st ed. 2018.] |
Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2018 |
Descrizione fisica | 1 online resource (72 pages) : illustrations |
Disciplina | 006.3 |
Collana | SpringerBriefs in Computational Intelligence |
Soggetto topico |
Computational intelligence
Artificial intelligence Computational Intelligence Artificial Intelligence |
ISBN | 3-319-73773-2 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNINA-9910299955503321 |
Amezcua Jonathan | ||
Cham : , : Springer International Publishing : , : Imprint : Springer, , 2018 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
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