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Clustering, Classification, and Time Series Prediction by Using Artificial Neural Networks / / by Patricia Melin, Martha Ramirez, Oscar Castillo
| Clustering, Classification, and Time Series Prediction by Using Artificial Neural Networks / / by Patricia Melin, Martha Ramirez, Oscar Castillo |
| Autore | Melin Patricia |
| Edizione | [1st ed. 2024.] |
| Pubbl/distr/stampa | Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2024 |
| Descrizione fisica | 1 online resource (82 pages) |
| Disciplina | 006.3 |
| Altri autori (Persone) |
RamirezMartha
CastilloOscar |
| Collana | SpringerBriefs in Computational Intelligence |
| Soggetto topico |
Computational intelligence
Engineering mathematics Computational Intelligence Engineering Mathematics |
| ISBN |
9783031711015
3031711017 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | 1. Introduction to Prediction with Neural Networks -- 2. Literature Review on Prediction with Neural Networks -- 3. Problem Description of Prediction with Neural Networks -- 4. Methodology for Prediction with Neural Networks5 -- Results of Prediction with Neural Networks -- 6. Discussion of Prediction Results with Neural Networks -- 7. Conclusions for Prediction with Neural Networks. |
| Record Nr. | UNINA-9910890185703321 |
Melin Patricia
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| Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2024 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Extension of the Fuzzy Sugeno Integral Based on Generalized Type-2 Fuzzy Logic / / by Patricia Melin, Gabriela E. Martinez
| Extension of the Fuzzy Sugeno Integral Based on Generalized Type-2 Fuzzy Logic / / by Patricia Melin, Gabriela E. Martinez |
| Autore | Melin Patricia |
| Edizione | [1st ed. 2020.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 |
| Descrizione fisica | 1 online resource (73 pages) |
| Disciplina | 511.3 |
| Collana | SpringerBriefs in Computational Intelligence |
| Soggetto topico |
Computational intelligence
Artificial intelligence Computational Intelligence Artificial Intelligence |
| ISBN | 3-030-16416-0 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910483443403321 |
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Melin Patricia
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2020 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Modern Artificial Intelligence Based on Soft Computing Techniques / / edited by Patricia Melin, Oscar Castillo
| Modern Artificial Intelligence Based on Soft Computing Techniques / / edited by Patricia Melin, Oscar Castillo |
| Autore | Melin Patricia |
| Edizione | [1st ed. 2025.] |
| Pubbl/distr/stampa | Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2025 |
| Descrizione fisica | 1 online resource (533 pages) |
| Disciplina | 006.3 |
| Altri autori (Persone) | CastilloOscar |
| Collana | Studies in Computational Intelligence |
| Soggetto topico |
Computational intelligence
Artificial intelligence Computational Intelligence Artificial Intelligence |
| ISBN | 3-031-88279-2 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Part 1.Neural Networks -- Chapter 1.A comparative analysis of convolutional neural networks for skin cancer classification -- Chapter 2.Application of Artificial Neural Networks as Surrogate Models for Credit Assignment in Heuristic Selection Algorithms for Combinatorial Problems -- Chapter 3.Semiconductor-Deep Learning for the Design and Simulation of Solar Energy Reservoir-Powered Thermogenerators -- Chapter 4.Self-organizing maps as neural models for different unsupervised clustering problems -- Chapter 5.Application of a new approach for the prediction of inflation, exchange rate and gross national income in North American countries using Supervised Neural Networks -- Chapter 6.A Comparative Study of Transfer Learning and Fine-Tuning for Facial Paralysis Image Classification -- Part 2.Type-1 and Type-2 Fuzzy Systems -- Chapter 7.Intelligent Hybrid System for Kidney Image Classification Using Neural Networks and Fuzzy Logic -- Chapter 8.Optimization of Fuzzy Controllers using an Interval Type-2 Fuzzy Variant of the Multiverse Optimizer Algorithm -- Chapter 9.Optimal Design of Fuzzy Controllers with the Cuckoo Search Algorithm -- Chapter 10.Fuzzy estimation of slope value for the LeakyReLU applied to convolutional neural networks -- Chapter 11.Analysis and Intuitionistic Fuzzy Estimations on Solar Modules Efficiency -- Part 3.Metaheuristics -- Chapter 12.Grasshopper Optimization Algorithm Based Recommender System -- Chapter 13.Hybridization of the Mayfly and Roach infestation optimization collective Intelligence algorithms with fuzzy system-based parameter adaptation -- Chapter 14.Hybridization of change adaptation mechanisms to solve multi -objective dynamic problems -- Chapter 15.Metaheuristic-Based Route Planning for Efficient EV Charging Station Networks -- Chapter 16.A Hybrid ACO-MOGA Algorithm and Bio-Inspired Algorithms for Optimization of Vehicle Routing Problems -- Chapter 17.Micro differential evolution algorithm with self-adaptation for numerical optimization -- Part 4.Optimization -- Chapter 18.Applications of Bin Packing Problems in Cloud Computing -- Chapter 19.Genetic Algorithms and Q-Learning for the Optimization of the STSP Problem in Urban Mobility -- Chapter 20.Explicit Analysis of Three Popular Backpropagation Optimizers -- Chapter 21.Lower Limbs Varicose Veins Detection using Thermography: A State-of-the-art Review -- Chapter 22.Generating Feasible Solutions Through a Heuristic Approach in a Water Use Optimization Model Based on the Transportation Problem -- Part 5.Type-3 Fuzzy Systems -- Chapter 23.Type-3 Fuzzy System for Modeling Hotel Selection Decision[1]Making -- Chapter 24.Optimization of Interval Type-3 Fuzzy Inference Systems using a Genetic Algorithm applied to Medical Classification -- Chapter 25.Comparison of Type-1, Type-2 and Type-3 fuzzy Integrators for Ensemble Neural Networks Applied to Bitcoin Prediction -- Chapter 26.Review of Type-3 Fuzzy Logic: Theory and Applications -- Chapter 27.Type-3 Fuzzy System for Modeling the Decision of Process in Buying a Car. |
| Record Nr. | UNINA-9911007367903321 |
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Melin Patricia
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| Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2025 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Nature-inspired Optimization of Type-2 Fuzzy Neural Hybrid Models for Classification in Medical Diagnosis / / by Patricia Melin, Ivette Miramontes, German Prado Arechiga
| Nature-inspired Optimization of Type-2 Fuzzy Neural Hybrid Models for Classification in Medical Diagnosis / / by Patricia Melin, Ivette Miramontes, German Prado Arechiga |
| Autore | Melin Patricia |
| Edizione | [1st ed. 2022.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2022 |
| Descrizione fisica | 1 online resource (134 pages) |
| Disciplina | 610.1511322 |
| Collana | SpringerBriefs in Computational Intelligence |
| Soggetto topico |
Computational intelligence
Biomedical engineering Engineering - Data processing Artificial intelligence Computational Intelligence Biomedical Engineering and Bioengineering Data Engineering Artificial Intelligence |
| ISBN | 3-030-82219-2 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Intro -- Preface -- Contents -- 1 Introduction to Soft Computing Applied in Medicine -- References -- 2 Theory of Soft Computing and Medical Terms -- 2.1 Hybrid Systems -- 2.1.1 Artificial Neural Networks -- 2.1.2 Type-1 Fuzzy Systems -- 2.1.3 Type-2 Fuzzy Logic -- 2.1.4 Optimization -- 2.1.5 CSO -- 2.1.6 CSA -- 2.1.7 FPA -- 2.1.8 BSA -- 2.2 Blood Pressure -- 2.2.1 Hypertension -- 2.2.2 Heart Rate -- 2.2.3 Nocturnal Blood Pressure Profile -- 2.2.4 Ambulatory Blood Pressure Monitoring -- 2.2.5 Framingham Heart Study -- 2.2.6 Cardiovascular Risk -- References -- 3 Proposed Model to Obtain the Medical Diagnosis -- 3.1 Neuro-Fuzzy Hybrid Model -- 3.2 IT2FS for Classification of Heart Rate Level -- 3.3 IT2FS for Classification of Nocturnal Bloor Pressure Profile -- 4 Study Cases to Test the Optimization Performed in the Hybrid Model -- 4.1 Optimization of the Fuzzy System to Provide the Correct Classification of the Nocturnal Blood Pressure Profile -- 4.1.1 Design of a Fuzzy System for Classification of Nocturnal Blood Pressure Profile -- 4.1.2 Experimentation and Results -- 4.1.3 Statistical Test -- 4.2 Fuzzy System Optimization to Obtain the Heart Rate Level -- 4.2.1 Proposed Method for Optimization of the Heart Rate Fuzzy Classifier -- 4.2.2 Type-1 Fuzzy System Optimization Using the BSA -- 4.2.3 Design and Optimization of the IT2FS -- 4.2.4 Results Obtained from Optimizing the Heart Rate Fuzzy System -- 4.3 Optimization of the Modular Neural Network to Obtain the Trend of the Blood Pressure -- 4.3.1 Proposed Method for Optimization of the Modular Neural Network -- 4.3.2 Results of the Optimization Made to the Modular Neural Network -- 4.4 Optimization of the Artificial Neural Network Used to Obtain the Risk of Developing Hypertension.
4.4.1 Proposed Method for the Optimization of the Monolithic Neural Network Used to Obtain the Risk of Developing Hypertension -- 4.4.2 Results Obtained from the Optimization -- 4.4.3 Z-test of FPA and ALO Versus Simple Enumeration Method -- 4.5 Optimization of the Modular Neural Network to Obtain the Risk of Developing a Cardiovascular Event -- 4.5.1 Proposed Method for Optimizing the Modular Network for the Risk of Developing a Cardiovascular Event -- 4.5.2 Experimentation and Results of the Optimization -- 4.6 Fuzzy Bird Swarm Algorithm -- 4.6.1 Proposed Method for the Dynamic Parameter Adjustment -- 4.6.2 Experiments and Results -- 4.6.3 Results -- 4.6.4 Statistical Test -- References -- 5 Conclusions of the Hybrid Medical Model -- Appendix A Knowledge Representation -- Type-1 Fuzzy System Knowledge Representation for Heart Rate Classification -- Inputs Variables -- Output Variable -- IT2FS Knowledge Representation Using Gaussian Membership Functions -- Inputs Variables -- Output Variable -- Knowledge Representation of the Fuzzy Classifier to Obtain the Nocturnal Blood Pressure Profile -- Inputs Variables -- Appendix B Graphical User Interface -- Index. |
| Record Nr. | UNINA-9910523784203321 |
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Melin Patricia
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2022 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Nature-Inspired Optimization of Type-2 Fuzzy Neural Hybrid Models for Classification in Medical Diagnosis
| Nature-Inspired Optimization of Type-2 Fuzzy Neural Hybrid Models for Classification in Medical Diagnosis |
| Autore | Melin Patricia |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing AG, , 2021 |
| Descrizione fisica | 1 online resource (134 pages) |
| Altri autori (Persone) |
MiramontesIvette
Prado ArechigaGerman |
| Collana | SpringerBriefs in Applied Sciences and Technology Ser. |
| Soggetto genere / forma | Electronic books. |
| ISBN | 3-030-82219-2 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910497107003321 |
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Melin Patricia
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| Cham : , : Springer International Publishing AG, , 2021 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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New Hybrid Intelligent Systems for Diagnosis and Risk Evaluation of Arterial Hypertension / / by Patricia Melin, German Prado-Arechiga
| New Hybrid Intelligent Systems for Diagnosis and Risk Evaluation of Arterial Hypertension / / by Patricia Melin, German Prado-Arechiga |
| Autore | Melin Patricia |
| Edizione | [1st ed. 2018.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2018 |
| Descrizione fisica | 1 online resource (88 pages) : illustrations, tables |
| Disciplina | 616.132075 |
| Collana | SpringerBriefs in Computational Intelligence |
| Soggetto topico |
Computational intelligence
Biomedical engineering Medical informatics Computational Intelligence Biomedical Engineering and Bioengineering Health Informatics |
| ISBN | 3-319-61149-6 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | From the Content: Introduction -- Fuzzy Logic for Arterial Hypertension Classification -- Design of a Neuro Design of a Neuro Design of Arterial Hypertension. |
| Record Nr. | UNINA-9910299900703321 |
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Melin Patricia
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2018 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Type-3 Fuzzy Logic and Fractal Theory for Medical Diagnosis / / by Patricia Melin, Oscar Castillo
| Type-3 Fuzzy Logic and Fractal Theory for Medical Diagnosis / / by Patricia Melin, Oscar Castillo |
| Autore | Melin Patricia |
| Edizione | [1st ed. 2025.] |
| Pubbl/distr/stampa | Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2025 |
| Descrizione fisica | 1 online resource (117 pages) |
| Disciplina | 006.3 |
| Altri autori (Persone) | CastilloOscar |
| Collana | SpringerBriefs in Computational Intelligence |
| Soggetto topico |
Computational intelligence
Engineering mathematics Biomedical engineering Computational Intelligence Engineering Mathematics Biomedical Engineering and Bioengineering |
| ISBN |
9783031816550
3031816552 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Chapter 1. Introduction to Type-3 Fuzzy-Fractal Medical Diagnosis -- Chapter 2. A Type-3 Fuzzy-Fractal Approach for Tuberculosis Diagnosis -- Chapter 3. A Type-3 Fuzzy-Fractal Approach for Bone Analysis in Osteoporosis Diagnosis -- Chapter 4. A Type-3 Fuzzy-Fractal Approach for Leukemia Cancer Diagnosis.-Chapter 5. A Type-3 Fuzzy-Fractal Approach for Diagnosis of Vascular Diseases based on Cardiac Vessels -- Chapter 6. A Type-3 Fuzzy-Fractal Approach for Diagnosis of Mental Disorders -- Chapter 7. A Type-3 Fuzzy-Fractal Approach for Diagnosis of Vascular Diseases based on Cerebral Vessels -- Chapter 8. Conclusions of Type-3 Fuzzy-Fractal Medical Diagnosis. |
| Record Nr. | UNINA-9910983063703321 |
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Melin Patricia
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| Cham : , : Springer Nature Switzerland : , : Imprint : Springer, , 2025 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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