@article{GarciaHinde20202,

title = {Forecast-informed power load profiling: A novel approach},

author = {Óscar García-Hinde, Vanessa Gómez-Verdejo, Manel Martínez-Ramón},

doi = {j.engappai.2020.103948},

year  = {2020},

date = {2020-11-01},

journal = {Engineering Applications of Artificial Intelligence},

volume = {96},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Sevilla2020,

title = {Regularized Bagged Canonical Component Analysis for Multiclass Learning in Brain Imaging},

author = {Carlos Sevilla-Salcedo, Vanessa Gómez-Verdejo, Jussi Tohka, Alzheimer’s Disease Neuroimaging Initiative},

year  = {2020},

date = {2020-06-05},

journal = {Neuroinformatics},

volume = {18},

pages = {641–659},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Gomez_Verdejo19,

title = {Sign-Consistency Based Variable Importance For Machine Learning In Brain Imaging},

author = {Vanessa Gomez-Verdejo, Emilio Parrado-Hernandez, Jussi Tohka},

url = {https://github.com/vgverdejo/ResearchActivities/blob/master/Neuroimage/Sign-consistency.ipynb, Demo code},

doi = {10.1007/s12021-019-9415-3},

year  = {2019},

date = {2019-01-30},

journal = {Neuroinformatics },

volume = {17},

number = {4},

pages = {593-609},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{García-Hinde2018,

title = {Evaluation of dimensionality reduction methods applied to numerical weather models for solar radiation forecasting},

author = {Óscar García-Hinde and Guillermo Terrén-Serrano and Miguel Ángel Hombrados-Herrera and Vanessa Gómez-Verdejo and Silvia Jiménez-Fernández and Carlos Casanova-Mateo and Julia Sanz-Justo and Manel Martínez-Ramón and Sancho Salcedo-Sanz},

doi = {10.1016/j.engappai.2017.12.003},

year  = {2018},

date = {2018-03-31},

journal = {Engineering Applications of Artificial Intelligence},

volume = {69},

pages = {157-167},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Gomez-Sancho2018,

title = {Comparison of feature representations in MRI-based MCI-to-AD conversion prediction},

author = {Marta Gomez-Sancho and Jussi Tohka and Vanessa Gomez-Verdejo},

doi = {10.1016/j.mri.2018.03.003},

year  = {2018},

date = {2018-03-08},

journal = {Magnetic Resonance Imaging},

volume = {10},

number = {50},

pages = {84-95},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{Muñoz-Romero2017,

title = {Non-Negative OPLS for Supervised Design of Filter Banks: Application to Image and Audio Feature Extraction},

author = {Sergio Muñoz-Romero and Jerónimo Arenas-García and Vanessa Gómez-Verdejo },

doi = {10.1109/TMM.2017.2778568},

year  = {2017},

date = {2017-11-29},

journal = {IEEE Transactions on Multimedia},

pages = {1-1},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{munoz2017,

title = {A novel framework for parsimonious multivariate analysis},

author = {Sergio Muñoz-Romero and Vanessa Gómez-Verdejo and Emilio Parrado-Hernández},

doi = {10.1016/j.patcog.2017.06.004},

year  = {2017},

date = {2017-11-03},

journal = {Pattern Recognition},

volume = {71},

pages = {173-186},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{munoz2016,

title = {Regularized Multivariate Analysis Framework for Interpretable High-Dimensional Variable Selection},

author = { Sergio Muñoz-Romero and Vanessa Gómez-Verdejo and Jerónimo Arenas García},

doi = {https://doi.org/10.1109/MCI.2016.2601701},

year  = {2016},

date = {2016-11-01},

journal = {IEEE Computational Intelligence Magazine},

volume = {11 },

number = {4},

pages = { 24 - 35},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{mayhua2015new,

title = {A new boosting design of Support Vector Machine classifiers},

author = { Efraín Mayhua-López and Vanessa Gómez-Verdejo and Aníbal R Figueiras-Vidal},

doi = {10.1016/j.inffus.2014.10.005},

year  = {2015},

date = {2015-01-01},

journal = {Information Fusion},

volume = {25},

pages = {63--71},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{munoz2015sparse,

title = {Sparse and kernel OPLS feature extraction based on eigenvalue problem solving},

author = { Sergio Muñoz-Romero and Jerónimo Arenas-García and Vanessa Gómez-Verdejo},

doi = {10.1016/j.patcog.2014.12.002},

year  = {2015},

date = {2015-01-01},

journal = {Pattern Recognition},

volume = {48},

number = {5},

pages = {1797--1811},

publisher = {Pergamon},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{castro2014multiple,

title = {A multiple kernel learning approach to perform classification of groups from complex-valued fMRI data analysis: Application to schizophrenia},

author = { Eduardo Castro and Vanessa Gómez-Verdejo and Manel Martínez-Ramón and Kent A Kiehl and Vince D Calhoun},

doi = {10.1016/j.neuroimage.2013.10.065},

year  = {2014},

date = {2014-01-01},

journal = {NeuroImage},

volume = {87},

pages = {1--17},

publisher = {Academic Press},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{parrado2014discovering,

title = {Discovering brain regions relevant to obsessive--compulsive disorder identification through bagging and transduction},

author = { Emilio Parrado-Hernández and Vanessa Gómez-Verdejo and Manel Martínez-Ramón and John Shawe-Taylor and Pino Alonso and Jesús Pujol and José M Menchón and Narcis Cardoner and Carles Soriano-Mas},

doi = {10.1016/j.media.2014.01.006},

year  = {2014},

date = {2014-01-01},

journal = {Medical Image Analysis},

volume = {18},

number = {3},

pages = {435--448},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{lazaro2012low,

title = {Low-cost model selection for SVMs using local features},

author = { Miguel Lázaro-Gredilla and Vanessa Gómez-Verdejo and Emilio Parrado-Hernández},

doi = {10.1016/j.engappai.2012.05.021},

year  = {2012},

date = {2012-01-01},

journal = {Engineering Applications of Artificial Intelligence},

volume = {25},

number = {6},

pages = {1203--1211},

publisher = {Pergamon},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{gomez2012analysis,

title = {Analysis of fMRI time series with mutual information},

author = { Vanessa Gómez-Verdejo and Manel Martínez-Ramón and José Florensa-Vila and Antonio Oliviero},

doi = {10.1016/j.media.2011.11.002},

year  = {2012},

date = {2012-01-01},

journal = {Medical Image Analysis},

volume = {16},

number = {2},

pages = {451--458},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{mayhua2012real,

title = {Real Adaboost with gate controlled fusion},

author = { Efrain Mayhua-Lopez and Vanessa Gomez-Verdejo and Anibal R Figueiras-Vidal},

doi = {10.1109/TNNLS.2012.2219318},

year  = {2012},

date = {2012-01-01},

journal = {Neural Networks and Learning Systems, IEEE Transactions on},

volume = {23},

number = {12},

pages = {2003--2009},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{gomez2011support,

title = {Support vector machines with constraints for sparsity in the primal parameters},

author = { Vanessa Gómez-Verdejo and Manel Martínez-Ramón and Jerónimo Arenas-García and Miguel Lázaro-Gredilla and Harold Molina-Bulla},

doi = {10.1109/TNN.2011.2148727},

year  = {2011},

date = {2011-01-01},

journal = {Neural Networks, IEEE Transactions on},

volume = {22},

number = {8},

pages = {1269--1283},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{gomez2011adaptive,

title = {Adaptive one-class support vector machine},

author = { Vanessa Gómez-Verdejo and Jerónimo Arenas-García and Miguel Lázaro-Gredilla and Ángel Navia-Vázquez},

doi = {10.1109/TSP.2011.2125961},

year  = {2011},

date = {2011-01-01},

journal = {Signal Processing, IEEE Transactions on},

volume = {59},

number = {6},

pages = {2975--2981},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{gomez2010committees,

title = {Committees of Adaboost ensembles with modified emphasis functions},

author = { Vanessa Gómez-Verdejo and Jerónimo Arenas-García and Aníbal R Figueiras-Vidal},

doi = {10.1016/j.neucom.2009.12.011},

year  = {2010},

date = {2010-01-01},

journal = {Neurocomputing},

volume = {73},

number = {7},

pages = {1289--1292},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{gomez2009information,

title = {Information-theoretic feature selection for functional data classification},

author = { Vanessa Gómez-Verdejo and Michel Verleysen and Jérôme Fleury},

doi = {10.1016/j.neucom.2008.12.035},

year  = {2009},

date = {2009-01-01},

journal = {Neurocomputing},

volume = {72},

number = {16},

pages = {3580--3589},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{gomez2008dynamically,

title = {A dynamically adjusted mixed emphasis method for building boosting ensembles},

author = { Vanessa Gómez-Verdejo and Jerónimo Arenas-García and Aníbal R Figueiras-Vidal},

doi = {10.1109/TNN.2007.902723},

year  = {2008},

date = {2008-01-01},

journal = {Neural Networks, IEEE Transactions on},

volume = {19},

number = {1},

pages = {3--17},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{arenas2007fast,

title = {Fast evaluation of neural networks via confidence rating},

author = { Jerónimo Arenas-García and Vanessa Gómez-Verdejo and Aníbal R Figueiras-Vidal},

doi = {10.1016/j.neucom.2006.04.014},

year  = {2007},

date = {2007-01-01},

journal = {Neurocomputing},

volume = {70},

number = {16},

pages = {2775--2782},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{gomez2006boosting,

title = {Boosting by weighting critical and erroneous samples},

author = { Vanessa Gómez-Verdejo and Manuel Ortega-Moral and Jerónimo Arenas-García and Aníbal R Figueiras-Vidal},

doi = {10.1016/j.neucom.2005.12.011},

year  = {2006},

date = {2006-01-01},

journal = {Neurocomputing},

volume = {69},

number = {7},

pages = {679--685},

publisher = {Elsevier},

keywords = {},

pubstate = {published},

tppubtype = {article}

}

@article{arenas2005new,

title = {New algorithms for improved adaptive convex combination of LMS transversal filters},

author = { Jerónimo Arenas-García and Vanessa Gómez-Verdejo and Aníbal R Figueiras-Vidal},

doi = {10.1109/TIM.2005.858823},

year  = {2005},

date = {2005-01-01},

journal = {Instrumentation and Measurement, IEEE Transactions on},

volume = {54},

number = {6},

pages = {2239--2249},

publisher = {IEEE},

keywords = {},

pubstate = {published},

tppubtype = {article}

}