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Autore: | Valdez Fevrier |
Titolo: | Hybrid Competitive Learning Method Using the Fireworks Algorithm and Artificial Neural Networks / / Fevrier Valdez, Juan Barraza, and Patricia Melin |
Pubblicazione: | Cham, Switzerland : , : Springer, , [2023] |
©2023 | |
Edizione: | First edition. |
Descrizione fisica: | 1 online resource (112 pages) |
Disciplina: | 006.31 |
Soggetto topico: | Machine learning |
Neural networks (Computer science) | |
Persona (resp. second.): | BarrazaJuan |
MelinPatricia | |
Nota di bibliografia: | Includes bibliographical references and index. |
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. |
Titolo autorizzato: | Hybrid Competitive Learning Method Using the Fireworks Algorithm and Artificial Neural Networks |
ISBN: | 3-031-47712-X |
Formato: | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione: | Inglese |
Record Nr.: | 9910766885603321 |
Lo trovi qui: | Univ. Federico II |
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