@article {doi:10.1002/isaf.1409,
	title = {Time series forecasting using evolutionary neural nets implemented in a volunteer computing system},
	journal = {Intelligent Systems in Accounting, Finance and Management},
	volume = {24},
	number = {2-3},
	year = {2017},
	pages = {87-95},
	abstract = {Summary jsEvRBF is a time-series forecasting method based on genetic algorithm and neural nets. Written in JavaScript language, can be executed in most web browsers. Consequently, everybody can participate in the experiments, and scientists can take advantage of nowadays available browsers and devices as computation environments. This is also a great challenge as the language support and performance varies from one browser to another. In this paper, jsEvRBF has been tested in a volunteer computing experiment, and also in a single-browser one. Both experiments are related to forecasting currencies exchange, and the results show the viability of the proposal.},
	keywords = {evolutionary computation, fintech, radial basis function neural networks, time-series forecasting, volunteer computation, Web-based programming},
	doi = {10.1002/isaf.1409},
	url = {https://onlinelibrary.wiley.com/doi/abs/10.1002/isaf.1409},
	author = {Rivas, V.M. and E. Parras-Guti{\'e}rrez and Merelo, J.J. and Arenas, M.G. and Garc{\'\i}a-Fern{\'a}ndez, P.}
}
@conference {10.1007/978-3-319-40111-9_5,
	title = {Web Browser-Based Forecasting of Economic Time-Series},
	booktitle = {Decision Economics, In Commemoration of the Birth Centennial of Herbert A. Simon 1916-2016 (Nobel Prize in Economics 1978)},
	year = {2016},
	pages = {35{\textendash}42},
	publisher = {Springer International Publishing},
	organization = {Springer International Publishing},
	address = {Cham},
	abstract = {This paper presents the implementation of a time series forecasting algorithm, jsEvRBF, that uses genetic algorithm and neural nets in a way that can be run in must modern web browsers. Using browsers to run forecasting algorithms is a challenge, since language support and performance varies across implementations of the JavaScript virtual machine and vendor. However, their use will provide a boost in the number of platforms available for scientists. jsEvRBF is written in JavaScript, so that it can be easily delivered to and executed by any device containing a web-browser just accessing an URL. The experiments show the results yielded by the algorithm over a data set related to currencies exchange. Best results achieved can be effectively compared against previous results in literature, though robustness of the new algorithm has to be improved.},
	isbn = {978-3-319-40111-9},
	author = {Rivas, V. M. and E. Parras-Guti{\'e}rrez and Merelo, J. J. and Arenas, M. G. and Garc{\'\i}a-Fern{\'a}ndez, P.},
	editor = {Bucciarelli, Edgardo and Silvestri, Marcello and Rodr{\'\i}guez Gonz{\'a}lez, Sara}
}
@conference {596,
	title = {Predicci{\'o}n a muy corto plazo de series temporales de volumen de tr{\'a}fico rodado mediante co-evoluci{\'o}n de RNFBR},
	booktitle = {Congreso Espa{\~n}ol sobre Metaheur{\'\i}sticas, Algoritmos Evolutivos y Bioinspirados (MAEB)},
	year = {2015},
	note = {SPIP2014-01437,PRY142/14,TIN2011-28627-C04,PYR-2014-17,SIPEsCa del Programa Operativo FEDER de Andaluc{{\'\i}a 2007-2013},
	pages = {181-188},
	address = {M{\'e}rida - Almendralejo (Spain)},
	author = {V. M. Rivas and E. Parras-Guti{\'e}rrez and a. Fernandez-Ares and P.A. Castillo and P. Garcia-Fernandez and M.G. Arenas}
}
@article {595,
	title = {Short, medium and long term forecasting of time series using the L-Co-R algorithm},
	journal = {Neurocomputing},
	volume = {128},
	year = {2014},
	note = {TIC-3928,TIN2012-33856,TIN2011-28627-C02},
	pages = {433-446},
	issn = {0925-2312},
	doi = {10.1016/j.neucom.2013.08.023},
	author = {E. Parras-Guti{\'e}rrez and V. M. Rivas and M.G. Arenas and M. J. del Jesus}
}
@conference {593,
	title = {Predicci{\'o}n de tr{\'a}fico mediante co-evoluci{\'o}n de Redes Neuronales de Funciones de Base Radial y selecci{\'o}n de variables de entrada},
	booktitle = {Congreso Espa{\~n}ol de Metaheur{\'\i}sticas, Algoritmos Evolutivos y Bioinspirados (MAEB)},
	year = {2013},
	note = {TIC-3903,P08-TIC-3928,CEI2013-P-14,TIN2011-28627-C04-02,SIPEsCa del Programa Operativo FEDER de Andaluc{{\'\i}a 2007-2013},
	pages = {782-791},
	address = {Madrid (Spain)},
	author = {V. M. Rivas and E. Parras-Guti{\'e}rrez and M.G. Arenas and P.A. Castillo and P. Garcia-Sanchez and Juan J. Merelo and P. Garcia-Fernandez}
}
@conference {594,
	title = {The L-Co-R Co-evolutionary Algorithm: A Comparative Analysis in Medium-term Time-series Forecasting Problems},
	booktitle = {International Joint Conference on Computational Intelligence (IJCCI)},
	year = {2013},
	note = {TIC-3928,TIC-03903,TIN2012-33856,TIN2011-28627-C04-02,SIPEsCa Programa Operativo FEDER de Andaluc{{\'\i}a 2007- 2013},
	pages = {144-151},
	address = {Vilamoura, Algarve (Portugal)},
	author = {E. Parras-Guti{\'e}rrez and V. M. Rivas and Juan J. Merelo}
}
@article {simidat241,
	title = {Coevolution of lags and RBFNs for time series forecasting: L-Co-R algorithm},
	journal = {Soft Computing},
	volume = {16},
	number = {6},
	year = {2012},
	pages = {919-942},
	author = {E. Parras-Guti{\'e}rrez and M. Garc{\'\i}a-Arenas and V. M. Rivas and M. J. del Jesus}
}
@inbook {simidat230,
	title = {PRESETEMP: Predicci{\'o}n de Series Temporales mediante t{\'e}cnicas de Miner{\'\i}a de Datos},
	booktitle = {Proyectos de Investigaci{\'o}n 2009-10},
	year = {2012},
	isbn = {978-84-8439-642-0},
	author = {V. M. Rivas and E. Parras-Guti{\'e}rrez and M.D. P{\'e}rez-Godoy and A.J. Rivera-Rivas and M. J. Olmo and M.G. Arenas and A. Fernandez-Montoya and M. Cillero},
	editor = {Eulogio Castro Galiano}
}
@conference {simidat200,
	title = {Predicci{\'o}n de Series Temporales a largo plazo mediante Algoritmos Meta-evolutivos y Redes Neuronales de Funciones Base Radial},
	booktitle = {III Simposio de Inteligencia Computacional (SICO)},
	year = {2010},
	month = {September},
	pages = {49-56},
	address = {Valencia},
	author = {E. Parras-Guti{\'e}rrez and V. M. Rivas and M. J. Olmo and A. Fernandez-Montoya and M. Cillero}
}
@conference {simidat201,
	title = {Time Series forecasting: Automatic Determination of Lags and Radial Basis Neural Networks for a Changing Horizon Environment},
	booktitle = {2010 IEEE World Congress on Computational Intelligence},
	year = {2010},
	month = {July},
	pages = {4023-4029},
	address = {Barcelona (Spain)},
	author = {E. Parras-Guti{\'e}rrez and V. M. Rivas}
}
@conference {10.1007/978-3-540-85863-8_79,
	title = {A Symbiotic CHC Co-evolutionary Algorithm for Automatic RBF Neural Networks Design},
	booktitle = {International Symposium on Distributed Computing and Artificial Intelligence 2008 (DCAI 2008)},
	year = {2009},
	pages = {663{\textendash}671},
	publisher = {Springer Berlin Heidelberg},
	organization = {Springer Berlin Heidelberg},
	address = {Berlin, Heidelberg},
	abstract = {This paper introduces Symbiotic{\_}CHC{\_}RBF, a co-evolutionary algorithm intended to automatically establish the parameters needed to design models for classification problems. Co-evolution involves two populations, which evolve together by means of a symbiotic relationship. One of the populations is the method EvRBF, which provides the design of radial basis function neural nets by means of evolutionary algorithms. The second population evolves sets of parameters for the method EvRBF, being every individual of the population a configuration of parameters for the method. Results show that Symbiotic{\_}CHC{\_}RBF can be effectively used to obtain good models, while reducing significantly the number of parameters to be fixed by hand.},
	isbn = {978-3-540-85863-8},
	author = {E. Parras-Guti{\'e}rrez and M. J. del Jesus and Merelo, Juan J. and Rivas, Victor M.},
	editor = {Corchado, Juan M. and Rodr{\'\i}guez, Sara and Llinas, James and Molina, Jos{\'e} M.}
}
@conference {simidat67,
	title = {Algoritmos simbi{\'o}ticos para la generaci{\'o}n de redes RBF: comparativa entre codificaciones real y binaria},
	booktitle = {VI Congreso Espa{\~n}ol sobre Metaheuristicas, Algoritmos Evolutivos y Bioinspirados (MAEB)},
	year = {2009},
	month = {February},
	pages = {341-348},
	address = {M{\'a}laga},
	author = {E. Parras-Guti{\'e}rrez and V. M. Rivas and M. J. del Jesus}
}
@conference {simidat153,
	title = {Designing Radial Basis Function Neural Networks with Meta-Evolutionary Algorithms: The Effect of Chromosome Codification},
	booktitle = {International Work-Conference on Artificial Neural Networks (IWANN)},
	year = {2009},
	month = {June},
	pages = {37-40},
	publisher = {LNCS 5518},
	organization = {LNCS 5518},
	address = {Salamanca (Spain)},
	author = {E. Parras-Guti{\'e}rrez and V. M. Rivas and M. J. del Jesus and Juan J. Merelo}
}
@conference {simidat167,
	title = {Enhanced Radial Basis Function Neural Network Design Using Parallel Evolutionary Algorithms},
	booktitle = {11th International Conference on Engineering Applications of Neural Networks (EANN)},
	year = {2009},
	month = {August},
	pages = {269-280},
	address = {London},
	author = {E. Parras-Guti{\'e}rrez and M. Garc{\'\i}a-Arenas and V. M. Rivas}
}
@conference {simidat168,
	title = {E-tsRBF: Automatic determination of lags to forecast time series by means of Radial Basis Function Neural Networks},
	booktitle = {I International Workshop on Mining of Non-Conventional Data (MINCODA)},
	year = {2009},
	month = {November},
	pages = {42-49},
	address = {Sevilla (Spain)},
	author = {E. Parras-Guti{\'e}rrez and V. M. Rivas}
}
@conference {simidat169,
	title = {E-tsRBF: preliminary results on the simultaneous determination of time-lags and parameters of Radial Basis Function Neural Networks for time series forecasting},
	booktitle = {9th International Conference on Intelligent Systems Design and Applications},
	year = {2009},
	month = {December},
	pages = {1445-1449},
	address = {Pisa (Italy)},
	author = {E. Parras-Guti{\'e}rrez and V. M. Rivas and M. J. del Jesus}
}
@conference {simidat152,
	title = {Parallelizing the Design of Radial Basis Function Neural Networks by Means of Evolutionary Meta-algorithms},
	booktitle = {International Work-Conference on Artificial Neural Networks (IWANN)},
	year = {2009},
	month = {June},
	pages = {383-390},
	publisher = {LNCS 5517},
	organization = {LNCS 5517},
	address = {Salamanca (Spain)},
	author = {M.G. Arenas and E. Parras-Guti{\'e}rrez and V. M. Rivas and P.A. Castillo and M. J. del Jesus and Juan J. Merelo}
}
@article {simidat69,
	title = {Study of the robustness of a meta-algorithm for the estimation of parameters in Radial Basis Function Neural Networks design},
	journal = {Neural Network World},
	volume = {19},
	number = {1},
	year = {2009},
	pages = {81-94},
	author = {E. Parras-Guti{\'e}rrez and V. M. Rivas and M. J. del Jesus and Juan J. Merelo}
}
@conference {simidat68,
	title = {Symbpar vs Symbiotic_CHC_RBF: Dise{\~n}ando redes de base radial de forma coevolutiva y paralela},
	booktitle = {VI Congreso Espa{\~n}ol sobre Metaheur{\'\i}sticas, Algoritmos Evolutivos y Bioinspirados (MAEB)},
	year = {2009},
	month = {February},
	pages = {231-238},
	address = {M{\'a}laga},
	author = {M. Garc{\'\i}a-Arenas and E. Parras-Guti{\'e}rrez and V. M. Rivas}
}
@conference {simidat66,
	title = {A Symbiotic CHC Co-evolutionary Algorithm for Automatic RBF Neural Networks Design},
	booktitle = {DCAI 2008: International Symposium on Distributed Computing and Artificial Intelligence},
	volume = {50/2009},
	year = {2008},
	month = {Salamanca},
	pages = {663-671},
	author = {E. Parras-Guti{\'e}rrez and V. M. Rivas and M. J. del Jesus and Juan J. Merelo}
}
@conference {simidat65,
	title = {Automatic Neural Net Design by Means of a Symbiotic Co-evolutionary Algorithm},
	booktitle = {HAIS 2008: 3rd International Workshop on Hybrid Artificial Intelligence System},
	series = {Lecture Notes in Computer Science},
	year = {2008},
	month = {October},
	pages = {140-147},
	publisher = {Springer},
	organization = {Springer},
	author = {E. Parras-Guti{\'e}rrez and V. M. Rivas and M. J. del Jesus}
}
@conference {simidat63,
	title = {Parameter Estimation for Radial Basis Function Neural Network Design by Means of Two Symbiotic Algorithms},
	booktitle = {Proceedings of the 2008 The Second International Conference on Advanced Engineering Computing and Applications in Sciences (ADVCOMP)},
	year = {2008},
	month = {September},
	pages = {164-169},
	publisher = {IEEE Computer Society},
	organization = {IEEE Computer Society},
	address = {Valencia (Spain)},
	author = {E. Parras-Guti{\'e}rrez and V. M. Rivas and M. J. del Jesus and Juan J. Merelo}
}
@conference {simidat62,
	title = {Study of the Robustness of a Meta-Algorithm for the Estimation of Parameters in Artificial Neural Networks Design},
	booktitle = {Proceedings of the 2008 Eighth International Conference on Hybrid Intelligent Systems (HIS)},
	year = {2008},
	month = {September},
	pages = {519-524},
	address = {Barcelona (Spain)},
	author = {E. Parras-Guti{\'e}rrez and M. J. del Jesus and V. M. Rivas and Juan J. Merelo}
}
@conference {simidat115,
	title = {Servicios de informaci{\'o}n sobre la EPSJ basados en entornos de publicaci{\'o}n},
	booktitle = {Free Libre Open Source Systems International Conference},
	year = {2007},
	month = {March},
	pages = {67-82},
	address = {Jerez de la Frontera (C{\'a}diz)},
	author = {E. Parras-Guti{\'e}rrez and V. M. Rivas and M. J. del Jesus}
}
