Disaggregation & aggregation of time series components: A hybrid forecasting approach using generalized regression neural networks and the theta method

Hybrid Forecasting ◽

Generalized Regression ◽

Theta Method

Strategies for time series forecasting with generalized regression neural networks

Neurocomputing ◽

10.1016/j.neucom.2021.12.028 ◽

2021 ◽

Author(s):

Francisco Martínez ◽

Francisco Charte ◽

María Pilar Frías ◽

Ana María Martínez-Rodríguez

Keyword(s):

Neural Networks ◽

Time Series ◽

Time Series Forecasting ◽

Time Series Forecasting by Generalized Regression Neural Networks Trained with Multiple Series

IEEE Access ◽

10.1109/access.2022.3140377 ◽

2022 ◽

pp. 1-1

Author(s):

Francisco Martinez ◽

Maria P. Frias ◽

Maria D. Pirez-Godoy ◽

Antonio J. Rivera

Keyword(s):

Neural Networks ◽

Time Series ◽

Time Series Forecasting ◽

Multiple Series ◽

Advances in Intelligent Systems and Computing - 15th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2020) ◽

Copper Price Time Series Forecasting by Means of Generalized Regression Neural Networks with Optimized Predictor Variables

10.1007/978-3-030-57802-2_65 ◽

2020 ◽

pp. 681-690

Author(s):

Gregorio Fidalgo Valverde ◽

Alicja Krzemień ◽

Pedro Riesgo Fernández ◽

Francisco Javier Iglesias Rodríguez ◽

Ana Suárez Sánchez

Keyword(s):

Neural Networks ◽

Time Series ◽

Time Series Forecasting ◽

Copper Price ◽

Predictor Variables ◽

Adaptive Trajectory Tracking Control for Quadrotors with Disturbances by Using Generalized Regression Neural Networks

Neurocomputing ◽

10.1016/j.neucom.2021.06.079 ◽

2021 ◽

Author(s):

Ivan Lopez-Sanchez ◽

Francisco Rossomando ◽

Ricardo Pérez-Alcocer ◽

Carlos Soria ◽

Ricardo Carelli ◽

...

Keyword(s):

Neural Networks ◽

Trajectory Tracking ◽

Tracking Control ◽

Trajectory Tracking Control ◽

Knowledge discovery in data streams with the orthogonal series-based generalized regression neural networks

Information Sciences ◽

10.1016/j.ins.2017.07.013 ◽

2018 ◽

Vol 460-461 ◽

pp. 497-518 ◽

Cited By ~ 15

Author(s):

Piotr Duda ◽

Maciej Jaworski ◽

Leszek Rutkowski

Keyword(s):

Neural Networks ◽

Knowledge Discovery ◽

Data Streams ◽

Orthogonal Series ◽

A Simulation Study for Performance Comparison between Generalized Linear Mixed Modeling (GLMM) and Generalized Regression Neural Networks (GRNN) in Joint Modeling of Mixed Responses

Tropical Agricultural Research ◽

10.4038/tar.v32i1.8441 ◽

2021 ◽

Vol 32 (1) ◽

pp. 49

Author(s):

J. C. Hapugoda ◽

M. R. Sooriyarachchi

Keyword(s):

Neural Networks ◽

Simulation Study ◽

Joint Modeling ◽

Performance Comparison ◽

Mixed Responses ◽

On the Global Convergence of the Parzen-Based Generalized Regression Neural Networks Applied to Streaming Data

Artificial Intelligence and Soft Computing - Lecture Notes in Computer Science ◽

10.1007/978-3-319-91253-0_3 ◽

2018 ◽

pp. 25-34

Author(s):

Jinde Cao ◽

Leszek Rutkowski

Keyword(s):

Neural Networks ◽

Global Convergence ◽

Streaming Data ◽

Generalized Regression Neural Networks with K-Fold Cross-Validation for Displacement of Landslide Forecasting

Advances in Neural Networks – ISNN 2014 - Lecture Notes in Computer Science ◽

10.1007/978-3-319-12436-0_59 ◽

2014 ◽

pp. 533-541 ◽

Cited By ~ 8

Author(s):

Ping Jiang ◽

Zhigang Zeng ◽

Jiejie Chen ◽

Tingwen Huang

Keyword(s):

Neural Networks ◽

Cross Validation ◽

Landslide Forecasting ◽

Generalized Regression ◽

Fold Cross Validation

Public transportation trip flow modeling with generalized regression neural networks

Advances in Engineering Software ◽

10.1016/j.advengsoft.2006.08.003 ◽

2007 ◽

Vol 38 (2) ◽

pp. 71-79 ◽

Cited By ~ 50

Author(s):

Hilmi Berk Celikoglu ◽

Hikmet Kerem Cigizoglu

Keyword(s):

Neural Networks ◽

Public Transportation ◽

Flow Modeling ◽

2015 7th International Conference on Intelligent Human-Machine Systems and Cybernetics ◽

Generalized Regression Neural Networks Based HVDC Transmission Line Fault Localization

10.1109/ihmsc.2015.103 ◽

2015 ◽

Cited By ~ 6

Author(s):

Hang Cui ◽

Niannian Tu

Keyword(s):

Neural Networks ◽

Transmission Line ◽

Fault Localization ◽

Hvdc Transmission ◽