Type-3 Fuzzy Logic in Time Series Prediction

• Autore: Castillo Oscar
• Pubblicazione: Cham : , : Springer International Publishing AG, , 2024; ©2024
• Edizione: 1st ed.
• Descrizione fisica: 1 online resource (102 pages)
• Altri autori: MelinPatricia
• Nota di contenuto: Intro -- Preface -- Contents -- 1 Type-3 Fuzzy Prediction -- References -- 2 Type-3 for Prediction -- 2.1 Type-3 Fuzzy Sets -- 2.2 Type-3 Fuzzy Systems -- 2.3 Summary -- References -- 3 Type-3 Fuzzy Logic in Time Series Prediction -- 3.1 Introduction -- 3.2 Review of Type-3 -- 3.3 Type-3 in Prediction -- 3.4 Summary -- References -- 4 Prediction with a Hybrid Interval Type-3 Fuzzy-Fractal Approach -- 4.1 Introduction -- 4.2 Fractal Dimension -- 4.3 Type-3 Concepts -- 4.3.1 Type-3 Gaussian MFs -- 4.3.2 Type-3 Triangular MFs -- 4.3.3 Inference and Type-Reduction -- 4.4 Fuzzy Fractal Prediction -- 4.5 Simulation Results -- 4.6 Summary -- References -- 5 Type-3 Fuzzy Aggregation of Neural Networks -- 5.1 Introduction -- 5.2 Type-3 Fuzzy Logic -- 5.3 Method -- 5.4 Results -- 5.5 Conclusions -- References -- 6 Type-3 Fuzzy Aggregators for Neural Network Ensembles in Prediction -- 6.1 Introduction -- 6.2 Type-3 Fuzzy Logic -- 6.3 Proposal -- 6.4 Results -- 6.5 Conclusions -- References -- 7 Optimal Type-3 Fuzzy Systems and Ensembles of Neural Networks Using the Firefly Algorithm -- 7.1 Introduction -- 7.2 Intelligent Techniques -- 7.2.1 NNs -- 7.2.2 Type-3 Fuzzy Logic -- 7.2.3 Firefly Algorithm -- 7.3 Method -- 7.3.1 Method Description -- 7.3.2 Dataset Description -- 7.4 Experimental Results -- 7.5 Conclusions -- References -- 8 Conclusions of Type-3 Fuzzy Logic in Prediction -- References -- Index.
• Titolo autorizzato: Type-3 Fuzzy Logic in Time Series Prediction
• ISBN: 3-031-59714-1
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910857794703321
• Lo trovi qui: Univ. Federico II
• Serie: SpringerBriefs in Applied Sciences and Technology Series