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General Type-2 Fuzzy Logic in Dynamic Parameter Adaptation for the Harmony Search Algorithm [[electronic resource] /] / by Fevrier Valdez, Cinthia Peraza, Oscar Castillo
| General Type-2 Fuzzy Logic in Dynamic Parameter Adaptation for the Harmony Search Algorithm [[electronic resource] /] / by Fevrier Valdez, Cinthia Peraza, Oscar Castillo |
| Autore | Valdez Fevrier |
| Edizione | [1st ed. 2020.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 |
| Descrizione fisica | 1 online resource (86 pages) |
| Disciplina | 511.313 |
| Collana | SpringerBriefs in Computational Intelligence |
| Soggetto topico |
Computational intelligence
Artificial intelligence Control engineering Computational Intelligence Artificial Intelligence Control and Systems Theory |
| ISBN | 3-030-43950-X |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Introduction to Fuzzy Harmony Search -- Theory of the Original Harmony Search Method -- Proposed Fuzzy Harmony Search Method -- Study Cases -- Conclusion. |
| Record Nr. | UNINA-9910483939503321 |
Valdez Fevrier
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Hybrid Competitive Learning Method Using the Fireworks Algorithm and Artificial Neural Networks / / Fevrier Valdez, Juan Barraza, and Patricia Melin
| 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 |
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Valdez Fevrier
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| Cham, Switzerland : , : Springer, , [2023] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Mycorrhiza Optimization Algorithm
| Mycorrhiza Optimization Algorithm |
| Autore | Valdez Fevrier |
| Edizione | [1st ed.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing AG, , 2023 |
| Descrizione fisica | 1 online resource (84 pages) |
| Altri autori (Persone) |
Carreon-OrtizHector
CastilloOscar |
| Collana | SpringerBriefs in Applied Sciences and Technology Series |
| ISBN | 3-031-47369-8 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Intro -- Preface -- Contents -- 1 Introduction to the Mycorrhiza Optimization Algorithm -- References -- 2 Theory for the Mycorrhiza Optimization Algorithm -- 2.1 Optimization -- 2.2 Mycorrhiza Networks Structure and Function -- 2.3 Characteristics of Mycorrhized Plants -- 2.4 The Mother Trees -- 2.5 Wood Wide Web -- References -- 3 Background for the Mycorrhiza Optimization Algorithm -- References -- 4 Problem Definition for Mycorrhiza Algorithm -- References -- 5 CMOA-Continuous Mycorrhiza Optimization Algorithm -- 5.1 CMOA Flowchart -- 5.2 CMOA Pseudocode -- 5.3 Continuous Lotka-Volterra System Equations -- 5.4 CMOA Algorithm Parameters -- 5.5 Benchmark Functions -- 5.6 Case Studies -- 5.6.1 CMOA Predator-Prey Model -- 5.6.2 CMOA Cooperative Model -- 5.6.3 CMOA Competitive Model -- 5.6.4 CMOA Ecosystem Model -- 5.6.5 Results -- 5.6.6 Hypothesis Test -- 5.6.7 Comparative CMOA with Others Methods -- 5.6.8 Results -- 5.6.9 Behavior -- 5.6.10 Convergence -- References -- 6 DMOA-Discrete Mycorrhiza Optimization Algorithm -- 6.1 DMOA Flowchart -- 6.2 DMOA Pseudocode -- 6.3 Discrete Lotka-Volterra System Equations -- 6.4 DMOA Algorithm Parameters -- 6.5 Case Studies -- 6.5.1 DMOA Ecosystem Model -- 6.5.2 Results -- 6.5.3 Comparative DMOA with Other Methods -- 6.5.4 Results -- 6.5.5 Hypothesis Test -- 6.5.6 Comparative CMOA with DMOA -- 6.5.7 Behavior Comparative with Other Methods -- 6.5.8 Behavior Comparative CMOA Versus DMOA -- 6.5.9 Convergence Comparative CMOA Versus DMOA -- References -- 7 Conclusions of the Mycorrhiza Optimization Algorithm -- Index. |
| Record Nr. | UNINA-9910755072303321 |
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Valdez Fevrier
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| Cham : , : Springer International Publishing AG, , 2023 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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