sample of publications

• articles 

  • NN2Poly: A Polynomial Representation for Deep Feed-Forward Artificial Neural Networks.  IEEE Transactions on Neural Networks and Learning Systems.  2023
  • Consistent comparison of symptom-based methods for COVID-19 infection detection.  INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS.  177. 2023
  • A fast epigraph and hypograph-based approach for clustering functional data.  STATISTICS AND COMPUTING.  33:1-19. 2023
  • Group linear algorithm with sparse principal decomposition: a variable selection and clustering method for generalized linear models.  STATISTICAL PAPERS.  227-253. 2023
  • Detecting and classifying outliers in big functional data.  Advances in Data Analysis and Classification.  16:725-760. 2022
  • Fast partial quantile regression.  CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS.  223:104533-1-104533-8. 2022
  • Robust adjusted discriminant analysis based on shrinkage with application to geochemical and environmental fields.  CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS.  221:104488-1-104488-14. 2022
  • Robust multivariate control chart based on shrinkage for individual observations.  JOURNAL OF QUALITY TECHNOLOGY.  54:415-440. 2022
  • A twist in Intimate Partner Violence Risk Assessment Tools: Gauging the contribution of exogenous and historical variables.  KNOWLEDGE-BASED SYSTEMS.  234:1-13. 2021
  • Towards a mathematical framework to inform neural network modelling via polynomial regression.  NEURAL NETWORKS.  142:57-72. 2021
  • Accurate Prediction of Children's ADHD Severity Using Family Burden Information: A Neural Lasso Approach.  Frontiers in Computational Neuroscience.  15:1-8. 2021
  • Analysis of an aggregate loss model in a Markov renewal regime.  APPLIED MATHEMATICS AND COMPUTATION.  396:125869-1-125869-20. 2021
  • A bivariate two-state Markov modulated Poisson process for failure modeling.  Reliability Engineering and System Safety.  208:1-14. 2021
  • Estimating the COVID-19 prevalence in Spain with indirect reporting via open surveys.  Frontiers in Public Health.  9:1-5. 2021
  • Functional modeling of high-dimensional data: a Manifold Learning approach.  Mathematics.  9:1-22. 2021
  • Iterative variable selection for high-dimensional data: Prediction of pathological response in triple-negative breast cancer.  Mathematics.  9:1-14. 2021
  • Adaptive sparse group LASSO in quantile regression.  Advances in Data Analysis and Classification.  2020
  • Variable selection with P-splines in functional linear regression: application in graft-versus-host disease..  BIOMETRICAL JOURNAL.  62:1670-1686. 2020
  • Automatic elimination of the pectoral muscle in mammograms based on anatomical features.  IntInternational Journal of Computer Science Issues (IJCSI).  17:1-11. 2020
  • Robust regression based on shrinkage with application to Living Environment Deprivation.  STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT.  34:293-310. 2020
  • Rank tests for functional data based on the epigraph, the hypograph and associated graphical representations.  Advances in Data Analysis and Classification.  14:651-676. 2019
  • Multivariate outlier detection based on a robust Mahalanobis distance with shrinkage estimators.  STATISTICAL PAPERS.  1583-1609. 2019
  • Fitting procedure for the two-state Batch Markov modulated Poisson process.  EUROPEAN JOURNAL OF OPERATIONAL RESEARCH.  279:79-92. 2019
  • A Kendall correlation coefficient between functional data.  Advances in Data Analysis and Classification.  13:1083-1103. 2019
  • Author Correction: Unsupervised Scalable Statistical Method for Identifying Influential Users in Online Social Networks.  Scientific Reports.  9:7702-7702. 2019
  • On the estimation of extreme directional multivariate quantiles.  COMMUNICATIONS IN STATISTICS-THEORY AND METHODS.  5504-5534. 2019
  • An Iterative Sparse-Group Lasso.  JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS.  2019
  • Findings about the BMMPP for modeling dependent and simultaneous data in reliability and queueing systems.  APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY.  35:177-190. 2019
  • A novel predictive approach for GVHD after allogeneic SCT based on clinical variables and cytokine gene polymorphisms.  Blood Advances.  2:1719-1737. 2018
  • Unsupervised scalable statistical method for identifying influential users in online social networks.  Scientific Reports.  8 (6955). 2018
  • Bayesian Analysis of the Stationary MAP2.  Bayesian Analysis.  12:1163-1194. 2017
  • Homogeneity test for functional data.  JOURNAL OF APPLIED STATISTICS.  45:868-883. 2017
  • Directional multivariate extremes in environmental phenomena.  ENVIRONMETRICS.  28:1-15. 2017
  • Dependence patterns for modeling simultaneous events.  RELIABILITY ENGINEERING & SYSTEM SAFETY.  154:19-30. 2016
  • Analytical issues regarding the lack of identifiability of the non-stationary MAP2.  PERFORMANCE EVALUATION.  102:1-20. 2016
  • Functional outlier detection by a local depth with application to NOx levels.  STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT.  30:1115-1130. 2016
  • Nonidentifiability of the Two-State BMAP.  METHODOLOGY AND COMPUTING IN APPLIED PROBABILITY.  18:81-106. 2016
  • Functional boxplots based on epigraphs and hypographs.  JOURNAL OF APPLIED STATISTICS.  43:1088-1103. 2016
  • A new multiple single-nucleotide polymorphisms based predictive model for grades III to IV and extensive graft versus host disease after identical HLA-allogeneic stem-cell.  BLOOD.  126(23):921-921. 2015
  • A directional multivariate value at risk.  INSURANCE MATHEMATICS & ECONOMICS.  65:111-123. 2015
  • Likelihood ratio comparisons among spacings related to both one or two samples.  STATISTICS.  49:831-841. 2015
  • The Mahalanobis Distance for Functional Data With Applications to Classification.  TECHNOMETRICS.  57:281-291. 2015
  • Failure modeling of an electrical N-component framework by the non-stationary Markovian arrival process.  RELIABILITY ENGINEERING & SYSTEM SAFETY.  134:126-133. 2015
  • Spatial depth-based classification for functional data.  TEST.  23:725-750. 2014
  • Identifiability of the MAP(2)/G/1 queueing system.  Top.  22:274-289. 2014
  • Allocation policies of redundancies in two-parallel-series and two-series-parallel systems.  IEEE TRANSACTIONS ON RELIABILITY.  63:223-229. 2014
  • Interpretable support vector machines for functional data.  EUROPEAN JOURNAL OF OPERATIONAL RESEARCH.  232:146-155. 2014
  • Software Reliability Modeling with Software Metrics Data via Gaussian Processes.  IEEE TRANSACTIONS ON SOFTWARE ENGINEERING.  39:1179-1186. 2013
  • Likelihood ratio order of spacings from two heterogeneous samples.  JOURNAL OF MULTIVARIATE ANALYSIS.  114:338-348. 2013
  • The decreasing percentile residual life ageing notion.  STATISTICS.  46:587-603. 2012
  • New results about weakly equivalent MAP2 and MAP3 processes.  METHODOLOGY AND COMPUTING IN APPLIED PROBABILITY.  14:421-444. 2012
  • Sequential order statistics: ageing and stochastic orderings.  METHODOLOGY AND COMPUTING IN APPLIED PROBABILITY.  14:579-596. 2012
  • Portfolio selection through an extremality stochastic order.  INSURANCE MATHEMATICS & ECONOMICS.  51:1-9. 2012
  • Comparing quantile residual life functions by confidence bands.  LIFETIME DATA ANALYSIS.  18:195-214. 2012
  • Comparing residual quantile residual life functions by confidence bands.  LIFETIME DATA ANALYSIS.  18:195-214 . 2011
  • The percentile residual life up to time t(o): Ordering and aging properties.  Journal of Statistical Planning and Inference.  141:3554-3563. 2011
  • Percentile Residual Life Orders.  APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY.  27:235-252. 2011
  • The percentile residual life up to time t0: Ordering and aging properties.  Journal of Statistical Planning and Inference.  141:3554-3563. 2011
  • Bayesian Inference for Double Pareto Lognormal Queues.  Annals of Applied Statistics.  4:1533-1557. 2010
  • Nonidentifiability of the Two-State Markovian Arrival Process.  JOURNAL OF APPLIED PROBABILITY.  47:630-649. 2010
  • On the Conjecture of Kochar and Korwar.  JOURNAL OF MULTIVARIATE ANALYSIS.  101:1274-1283. 2010
  • Bayesian Estimation of Finite Time Ruin Probabilities.  APPLIED STOCHASTIC MODELS IN BUSINESS AND INDUSTRY.  25:787-805. 2009
  • Bayesian Analysis of a Queueing System with a Long-Tailed Arrival Process.  COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION.  37:697-712. 2008
  • Bayesian Prediction of the Transient Behaviour and Busy Period in Short- and Long-Tailed GI/G/1 Queueing Systems.  COMPUTATIONAL STATISTICS & DATA ANALYSIS.  52:1615-1635. 2008

• book chapters 

  • From High-dimensional to Functional Data: StringingVia Manifold Learning. In: Functional andHigh-Dimensional Statistics and Related Fields.  SPRINGER. 115-122. 2020
  • Decreasing percentile residual life aging notion: properties and estimation. In: Stochastic orders in reliability and risk : in honor of Professor Moshe Shaked.  SPRINGER. 183-198. 2013
  • Sampla spacings with applications in multiple-outlier models. In: Stochastic orders in reliability and risk : in honor of Professor Moshe Shaked.  SPRINGER. 103-123. 2013

• conference contributions 

  • Influence of grouping in the sparse-group lasso regularization method.  84. 2018
  • Multivariate outlier detection with robust Mahalanobis distance based on shrinkage 2018
  • Simultaneous and correlated events modelled by the Batch Markov-Modelated Poisson Process.  79. 2018
  • The sparse group LASSO regularization method in quantile regression models 2018
  • Bayesian analysis of the stationary MAP2 2017
  • Directional multivariate extremes in environmental phenomena 2017
  • Dependence patterns related to the BMAP 2016
  • Estimation of directional multivariate extremes at high level 2016
  • A directional multivariate extremes identification[/expand] 2015
  • A new multiple single nucleotide polymorphisms based predictive model for grades III to IV and extensive Graft versus host disease after identical HLA allogenetic stemm cell transplantation 2015
  • DPLN: data analysis in insurance and finance 2015
  • Directional approach to identify extremes 2015
  • Distances between functional samples based on depth measures 2015
  • Functional outlier detection with a local spatial depth 2015
  • Homogeneity test for functional data 2015
  • Influence of the dependence patterns in the reliability of the BMAP 2015
  • Modeling N electrical component failures using non-stationary Markovianarrival processes 2015
  • Modelización de fallos mediante el proceso MAP no estacionario = Failure modeling with the non-stationary MAP 2015
  • Multivariate risk measures: a directional approach for a value at risk 2015
  • Random walk test for functional autoregressive processes of order one 2015
  • Stochastic bounds for times elapsed between successive failuresof components in reliability systems 2015
  • The non-stationary Markovian arrival process in failure modeling 2015
  • Un nuevo modelo predictivo basado en el perfil genómico de polimorfismos en genes de citocinas permite predecir la incidencia de EICR en trasplante hematopoyético alogénico.  6-7. 2015
  • Un nuevo modelo predictivo basado en el perfil genómico de porlimorfismos en genes de citocinas permite predecir la incidencia de EICR post-trasplante hematopoyético 2015
  • Using P-splines for variable selection in functional regression 2015
  • A directional multivariate VAR 2014
  • A directional multivariate Value at Risk 2014
  • A random walk test for functional time series 2014
  • Correlation median for functions 2014
  • Directional multivariate Value at Risk and copulas 2014
  • Failure modeling of an electrical N-component framework by the non-stationaty Markovian arrival process 2014
  • Homogeneity test for functional data based on depth measures 2014
  • Random walk testing for time series of functions 2014
  • Spearman coefficient for functions 2014
  • Stochastic modellings in software reliability 2014
  • The Mahalanobis distance for functional data with applications to classification 2014
  • Bayesian analysis of the MAP_2/G/1 queueing system 2013
  • Bootstrap random walk test for functional time series 2013
  • COMEDIAN para datos funcionales 2013
  • Caracterización y estimación del proceso MAP no estacionario 2013
  • Configuracion optima entre las componentes de sistemas paralelo-series y series-paralelo utilizando ordenaciones estocásticas 2013
  • Directional depth and extremality for multivariate observations 2013
  • Robust lasso variable selection for functional data 2013
  • Selección de variables con LASSO en regresión funcional 2013
  • Spatial depth-based outlier detection for functional data 2013
  • Spatial depth-based outlier detection for functional data 2013
  • Statistical estimation of non-stationary MAP2s 2013
  • The Mahalanobis distance for functional data with applications to classification 2013
  • The Mahalanobis distance for functional data with applications to classification 2013
  • Boxplots for Functions based on Halfgraph Orders 2012
  • Contraste de independencia para datos funcionales 2012
  • Dependence Measures for Functional Observations 2012
  • Extremality Stochastic Order and its Applications 2012
  • Identifiability of the Two-State Batch Markovian Arrival Processes (BMAP) 2012
  • Interpretabilidad de los clasificadores SVM para datos funcionales 2012
  • Measuring the Extremality of a Curve 2012
  • Optimal Portfolio Selection through Rotations 2012
  • Ordering Curves: Boxplots for Functional Data 2012
  • Portfolio Selection for Elliptically Distributed Assets 2012
  • Portfolio Selection through an Extremality Order 2012
  • Robust Classification for Functional Data Via Spatial Depth-Based Methods 2012
  • Several Ageing Notions of Sequential Order Statistics 2012
  • Sobre la identificabilidad del proceso de llegadas Markoviano en grupo con dos estados 2012
  • Some Results on Ordering of Spacings from Two Samples 2012
  • Spatial Depth-Based Classification for Functional Data 2012
  • Spatial Depth-Based Classification for Functional Data 2012
  • Classification and Discriminant Procedures for Dependent Data 2011
  • Comparing Stochastically the Components of Sequential k-out-of-n Systems 2011
  • Dependence for Functional Data 2011
  • Extremality for Functional Data.  131-134. 2011
  • Functional Kendall's Tau with Applications 2011
  • Interpretable Support Vector Machines for Functional Data 2011
  • Interpretable Support Vector Machines for Functional Data 2011
  • Multivariate Extremes: A Directional Approach 2011
  • On Bayesian Inference and Prediction for Computer Software 2011
  • Percentile Residual Life Orders and the Decreasing Percentile Residual Life Aging Notion 2011
  • The Decreasing Percentile Residual Life Aging Notion: Properties and Estimation.  85-88. 2011
  • Characterization of Bathtub Distributions Via Percentile Residual Life Functions.  108-108. 2010
  • Inference for the Difference of Two Percentile Residual Life Functions 2010
  • Inference for the Difference of Two Percentile Residual Life Functions 2010
  • Multivariate Data Order Based on Extremality.  103-103. 2010
  • Multivariate Order Based on Extremality Notion 2010
  • On the Multivariate Extremality Measure 2010
  • Sobre el coeficiente Tau-Kendall para datos funcionales.  110-110. 2010
  • The decreasing percentile residual life aging notion.  155-155. 2010
  • Bandas de confianza bootstrap para la diferencia de funciones de vida cuantílica residual 2009
  • Bandas de confianza bootstrap para la diferencia de funciones percentílicas de vida residual 2009
  • Bayesian Inference and Identifiability Conditions for the Markovian Arrival Process 2008
  • Bayesian Inference and Identifiability Conditions for the Markovian Arrival Process 2008
  • Funciones cuantílicas de vida residual: propiedades y aplicaciones 2008
  • Percentile Residual Life Stochastic Orders 2008
  • Stochastic Orders Based on the Percentile Residual Life Function 2008
  • Stochastic Orders Based on the Percentile Residual Life Function 2008

• working papers 

  • Multivariate Functional Outlier Detection using the FastMUOD Indices 2022
  • A quantile based dimension reduction technique 2021
  • Iterative variable selection for high-dimensional data: prediction of pathological response in triple-negative breast cancer 2020
  • Shrinkage reweighted regression 2019
  • Quantile regression : a penalization approach 2019
  • Findings about the two-state BMMPP for modeling point processes in reliability and queueing systems 2017
  • Multivariate outlier detection based on a robust Mahalanobis distance with shrinkage estimators 2017
  • Directional multivariate extremes in environmental phenomena 2016
  • A Random Walk Test for Functional Time Series 2015
  • Two-sample Hotelling's T² statistics based on the functional Mahalanobis semi-distance 2015
  • A Directional Multivariate Value at Risk 2015
  • Functional outlier detection with a local spatial depth 2014
  • Homogeneity test for functional data based on depth measures 2014
  • A Kendall correlation coefficient for functional dependence 2013
  • Spearman coefficient for functions 2013
  • Lasso variable selection for functional regression 2013
  • The Mahalanobis distance for functional data with applications to classification 2013
  • Portfolio selection through and extremality stochastic order 2012
  • On the identifiability of the two-state BMAP 2012
  • Spatial depth-based classification for functional data 2012
  • Comparisons among spacings from two populations 2012
  • Handwritten digit classification 2011
  • On stochastic properties between some ordered random variables 2011
  • The Percentile Residual Life up to Time t0: Ordering and Aging Properties 2010
  • Comparing Quantile Residual Life Functions by Confidence Bands 2010
  • Multivariate Extremality Measure 2010
  • Characterization of Bathtub Distributions Via Percentile Residual Life Functions 2010
  • The Decreasing Percentile Residual Life Aging Notion 2010
  • Non-Identifiability of the Two State Markovian Arrival Process 2009
  • Nonidentifiability of the two-state Markovian arrival process 2009
  • On the Conjecture of Kochar and Korwar 2009
  • Clustering and Classifying Images with Local and Global Variability 2009
  • Percentile Residual Life Orders 2008
  • On Identifiability of MAP Processes 2008
  • Inference for Double Pareto Lognormal Queues with Applications 2008