Cargando…

Optimization using the firefly algorithm of ensemble neural networks with type-2 fuzzy integration for COVID-19 time series prediction

In this paper, the latest global COVID-19 pandemic prediction is addressed. Each country worldwide has faced this pandemic differently, reflected in its statistical number of confirmed and death cases. Predicting the number of confirmed and death cases could allow us to know the future number of cas...

Descripción completa

Detalles Bibliográficos
Autores principales:	Melin, Patricia, Sánchez, Daniela, Monica, Julio Cesar, Castillo, Oscar
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Springer Berlin Heidelberg 2021
Materias:	Focus
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7804581/ https://www.ncbi.nlm.nih.gov/pubmed/33456340 http://dx.doi.org/10.1007/s00500-020-05549-5

Ejemplares similares

A new prediction approach of the COVID-19 virus pandemic behavior with a hybrid ensemble modular nonlinear autoregressive neural network
por: Melin, Patricia, et al.
Publicado: (2020)

Multiple Ensemble Neural Network Models with Fuzzy Response Aggregation for Predicting COVID-19 Time Series: The Case of Mexico
por: Melin, Patricia, et al.
Publicado: (2020)

Ensembles of type 2 fuzzy neural models and their optimization with bio-inspired algorithms for time series prediction
por: Soto, Jesús, et al.
Publicado: (2017)

Interval type-3 fuzzy aggregators for ensembles of neural networks in COVID-19 time series prediction
por: Castillo, Oscar, et al.
Publicado: (2022)

Chemical optimization algorithm for fuzzy controller design
por: Astudillo, Leslie, et al.
Publicado: (2014)

Ensemble recurrent neural network with whale optimization algorithm-based DNA sequence classification for medical applications
por: Alshammari, Abdulaziz
Publicado: (2023)

RETRACTED ARTICLE: A new firefly algorithm-based superpixel clustering method for vehicle segmentation
por: Tiwari, Twinkle, et al.
Publicado: (2022)

Fuzzy dynamic parameter adaptation in the bird swarm algorithm for neural network optimization
por: Melin, Patricia, et al.
Publicado: (2022)

Interval Type-3 Fuzzy Adaptation of the Bee Colony Optimization Algorithm for Optimal Fuzzy Control of an Autonomous Mobile Robot
por: Amador-Angulo, Leticia, et al.
Publicado: (2022)

Design of intelligent systems based on fuzzy logic, neural networks and nature-inspired optimization
por: Melin, Patricia, et al.
Publicado: (2015)

New classification method based on modular neural networks with the LVQ algorithm and type-2 fuzzy logic
por: Amezcua, Jonathan, et al.
Publicado: (2018)

A review on quantum computing and deep learning algorithms and their applications
por: Valdez, Fevrier, et al.
Publicado: (2022)

Dynamic parameter adaptation for meta-heuristic optimization algorithms through type-2 fuzzy logic
por: Olivas, Frumen, et al.
Publicado: (2018)

Fuzzy logic augmentation of nature-inspired optimization metaheuristics: theory and applications
por: Castillo, Oscar, et al.
Publicado: (2015)

Architecture Optimization of a Non-Linear Autoregressive Neural Networks for Mackey-Glass Time Series Prediction Using Discrete Mycorrhiza Optimization Algorithm
por: Carreon-Ortiz, Hector, et al.
Publicado: (2023)

Hierarchical modular granular neural networks with fuzzy aggregation
por: Sanchez, Daniela, et al.
Publicado: (2016)

Time-series data prediction problem analysis through multilayered intuitionistic fuzzy sets
por: Dwivedi, Atul Kumar, et al.
Publicado: (2022)

RETRACTED ARTICLE: Tensor based stacked fuzzy neural network for efficient data regression
por: Li, Jie, et al.
Publicado: (2022)

A Grey Wolf Optimizer for Modular Granular Neural Networks for Human Recognition
por: Sánchez, Daniela, et al.
Publicado: (2017)

Firefly Mating Algorithm for Continuous Optimization Problems
por: Ritthipakdee, Amarita, et al.
Publicado: (2017)

Optimal path planning and data simulation of emergency material distribution based on improved neural network algorithm
por: Chen, Min
Publicado: (2023)

New backpropagation algorithm with type-2 fuzzy weights for neural networks
por: Gaxiola, Fernando, et al.
Publicado: (2016)

Type-2 fuzzy logic
por: Castillo, Oscar, et al.
Publicado: (2008)

Forecasting of COVID-19 time series for countries in the world based on a hybrid approach combining the fractal dimension and fuzzy logic
por: Castillo, Oscar, et al.
Publicado: (2020)

Fuzzy Logic and Bio-Inspired Firefly Algorithm Based Routing Scheme in Intrabody Nanonetworks
por: Fahim, Hamza, et al.
Publicado: (2019)

A Novel Hybrid Firefly Algorithm for Global Optimization
por: Zhang, Lina, et al.
Publicado: (2016)

Analysis of Spatial Spread Relationships of Coronavirus (COVID-19) Pandemic in the World using Self Organizing Maps
por: Melin, Patricia, et al.
Publicado: (2020)

Recent Advances in Interval Type-2 Fuzzy Systems
por: Castillo, Oscar, et al.
Publicado: (2012)

SCLAVOEM: hyper parameter optimization approach to predictive modelling of COVID-19 infodemic tweets using smote and classifier vote ensemble
por: Olaleye, Taiwo, et al.
Publicado: (2022)

Optimal power flow using hybrid firefly and particle swarm optimization algorithm
por: Khan, Abdullah, et al.
Publicado: (2020)

Early diagnosis of COVID-19-affected patients based on X-ray and computed tomography images using deep learning algorithm
por: Dansana, Debabrata, et al.
Publicado: (2020)

Optimization of type-2 fuzzy controllers using the bee colony algorithm
por: Amador, Leticia, et al.
Publicado: (2017)

Syntactic characterizations of classes of first-order structures in mathematical fuzzy logic
por: Badia, Guillermo, et al.
Publicado: (2019)

An Effective Hybrid Firefly Algorithm with Harmony Search for Global Numerical Optimization
por: Guo, Lihong, et al.
Publicado: (2013)

Optimizing Sensor Ontology Alignment through Compact co-Firefly Algorithm
por: Xue, Xingsi, et al.
Publicado: (2020)

Greedy Firefly Algorithm for Optimizing Job Scheduling in IoT Grid Computing
por: Yousif, Adil, et al.
Publicado: (2022)

Intelligent Optimization of Tower Crane Location and Layout Based on Firefly Algorithm
por: Liu, Cong, et al.
Publicado: (2022)

Integrated multi-criteria group decision-making methods based on q-rung picture fuzzy sets for the identification of occupational hazards
por: Ahmad, Uzma, et al.
Publicado: (2023)

A fuzzy logic-based secure hierarchical routing scheme using firefly algorithm in Internet of Things for healthcare
por: Hosseinzadeh, Mehdi, et al.
Publicado: (2023)

A New Interval Type-2 Fuzzy Aggregation Approach for Combining Multiple Neural Networks in Clustering and Prediction of Time Series
por: Ramírez, Martha, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_174sntdp01oen4fdstf9g232fd