sample of publications
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articles
- Depthgram: Visualizing outliers in high-dimensional functional data with application to fMRI data exploration. STATISTICS IN MEDICINE. 41:2002-2024. 2022
- Censored functional data for incomplete follow-up studies. STATISTICS IN MEDICINE. 40:2821-2838. 2021
- Iterative variable selection for high-dimensional data: Prediction of pathological response in triple-negative breast cancer. Mathematics. 9:1-14. 2021
- Initializing k-means Clustering by Bootstrap and Data Depth. JOURNAL OF CLASSIFICATION. 2020
- Initialization algorithm for k-means using bootstrap and data depth. JOURNAL OF 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
- Roahd package: robust analysis of high dimensional data. The R Journal. 11:291-307. 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
- 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
- Data learning from big data. STATISTICS & PROBABILITY LETTERS. 136:15-19. 2018
- 2nd special issue on robust analysis of complex data. COMPUTATIONAL STATISTICS & DATA ANALYSIS. 113:395-397. 2017
- Homogeneity test for functional data. JOURNAL OF APPLIED STATISTICS. 45:868-883. 2017
- Robust unit root tests with autoregressive errors. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS. 45:5997-6021. 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
- Discussion of "Multivariate functional outlier detection". Statistical Methods and Applications. 24:263-267. 2015
- Robust functional supervised classification for time series. JOURNAL OF CLASSIFICATION. 31:325-350. 2014
- Shape outlier detection and visualization for functional data: the outliergram. BIOSTATISTICS. 15:603-619. 2014
- Testing for statistical arbitrage in credit derivatives markets. Journal of Empirical Finance. 26:59-75. 2014
- Interpretable support vector machines for functional data. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH. 232:146-155. 2014
- DepthTools: an R package for a robust analysis of gene expression data. BMC BIOINFORMATICS. 14:1-11. 2013
- Portfolio selection through an extremality stochastic order. INSURANCE MATHEMATICS & ECONOMICS. 51:1-9. 2012
- Robust depth-based estimation in the time warping model. BIOSTATISTICS. 13:398-414. 2012
- Supervised classification for functional data: a weighted distance approach. COMPUTATIONAL STATISTICS & DATA ANALYSIS. 56:2334-2346. 2012
- Comparing quantile residual life functions by confidence bands. LIFETIME DATA ANALYSIS. 18:195-214. 2012
- Unit root bootstrap tests under infinite variance. JOURNAL OF TIME SERIES ANALYSIS. 33:32-47. 2012
- The effect of liquidity on the price discovery process in credit derivatives markets in times of financial distress. European Journal of Finance. 17:851-881. 2011
- 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
- Data depth in multivariate statistics. Boletin de Estadistica e Investigacion Operativa (Boletin de Estadistica e Investigacion Operativa). 27:151-174. 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
- A half-region depth for functional data. COMPUTATIONAL STATISTICS & DATA ANALYSIS. 55:1679-1695. 2011
- Robust Depth-Based Tools for the Analysis of Gene Expression Data. BIOSTATISTICS. 11:254-264. 2010
- On the Concept of Depth for Functional Data. JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION. 104:718-734. 2009
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books
- Nonparametric Statistics: 2nd Conference of the International Society for Nonparametric Statistics (ISNPS), Cádiz, June / Ricardo Cao, Wenceslao González Manteiga, Juan Romo editors. SPRINGER. 2016
- Book of abstracts and detailed programme: 5-8 July, 2010, Colmenarejo, Madrid, Spain. GETAFE: UNIVERSIDAD CARLOS III DE MADRID. 2010
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conference contributions
- The BRIk and FABRIk algorithms for improving $k$-means clustering recovery 2020
- New developments on robustness and functional data analysis 2018
- On robust nonparametric techniques for dealing with the analysis of high dimensional data 2018
- A bootstrap approach to the inference on dependence in a multivariate functional setting 2017
- Censored functional data 2017
- High-dimensional functional data 2017
- Analyzing dependence for multivariate functional data 2016
- Analyzing dependence for multivariate functional data 2016
- Analyzing high-dimensional functional data 2016
- Recent advances in robust statistics 2016
- Recent advances in robust statistics 2016
- Statistical techniques for the analysis of complex biomedical signals 2016
- 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
- Depth and functional data analysis 2015
- Distances between functional samples based on depth measures 2015
- High-dimensional outliers and depth: the outliergram 2015
- Homogeneity test for functional data 2015
- Ponencia 2015
- Random walk test for functional autoregressive processes of order one 2015
- Robust analysis of high-dimensional functional data 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 random walk test for functional time series 2014
- Correlation median for functions 2014
- High-dimensional data analysis 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
- Two dimensional representation of functional data for outlier detection 2014
- Visualization of shape outliers in functional data samples 2014
- Bootstrap random walk test for functional time series 2013
- Bootstrap random walk tests for functional time series 2013
- COMEDIAN para datos funcionales 2013
- Directional depth and extremality for multivariate observations 2013
- Robust analysis of high-dimensional data 2013
- Robust lasso variable selection for functional data 2013
- Robust unit root tests with autoregressive innovations 2013
- Selección de variables con LASSO en regresión funcional 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
- Interpretabilidad de los clasificadores SVM para datos funcionales 2012
- Measuring the Extremality of a Curve 2012
- Multiple Testing based on Depth 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 Functional Classification for Time Series 2012
- 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
- Percentile Residual Life Orders and the Decreasing Percentile Residual Life Aging Notion 2011
- Robust Functional Classification for Time Series 2011
- Robust Functional Classification for Time Series 2011
- Time Series Classification 2011
- Are There Arbitrage Opportunities in Credit Derivatives Markets? A New Test and an Application to the Case of CDS and ASPs. 1-55. 2010
- Characterization of Bathtub Distributions Via Percentile Residual Life Functions. 108-108. 2010
- Clasificación de series temporales mediante análisis de datos funcionales: una aplicación en Geología. 72-72. 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
- Robust Analysis of Functional Data. 50-50. 2010
- Sobre el coeficiente Tau-Kendall para datos funcionales. 110-110. 2010
- The decreasing percentile residual life aging notion. 155-155. 2010
- Análisis estadístico robusto para datos de microarrays 2009
- 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
- Modelling intra-daily volatility by functional data analysis: an empirical application to the Spanish stock market 2009
- Refinamientos robustos de k-medias mediante profundidad 2009
- A Functional Data Approach for Discrimination of Times Series 2008
- Are There Arbitrage Opportunities in Credit Derivatives Markets? 2008
- Are There Arbitrage Opportunities in Credit Derivatives Markets? 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
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working papers
- Iterative variable selection for high-dimensional data: prediction of pathological response in triple-negative breast cancer 2020
- A Random Walk Test for Functional Time Series 2015
- 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
- Portfolio selection through and extremality stochastic order 2012
- A New Test of Statistical Arbitrage with Applications to Credit Derivatives Markets 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
- Simplicial Similarity and its Application to Hierarchical Clustering 2010
- Characterization of Bathtub Distributions Via Percentile Residual Life Functions 2010
- Are There Arbitrage Opportunities in Credit Derivatives Markets?: A New Test and an Application to the Case of CDS and ASPs 2009
- Classification of Functional Data: A Weighted Distance Approach 2009
- Modelling Intra-Daily Volatility by Functional Data Analysis: An Empirical Application to the Spanish Stock Market 2009
- Percentile Residual Life Orders 2008
- A Functional Data Based Method for Time Series Classification 2008