Luis Ángel García-Escudero

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All published works

Action	Title	Year	Authors
+ PDF Chat	Cellwise outlier detection in heterogeneous populations	2024	Giorgia Zaccaria Luis Ángel García-Escudero Francesca Greselin Agustín Mayo-Íscar
+	Aggregation of Random Initializations for Robust Linear Clustering	2024	Pedro C. Álvarez-Esteban Luis Ángel García-Escudero Agustín Mayo‐Iscar
+ PDF Chat	Consistency factor for the MCD estimator at the Student-t distribution	2023	Lucio Barabesi Andrea Cerioli Luis Ángel García-Escudero Agustín Mayo‐Iscar
+	Choice of trimming proportion and number of clusters in robust clustering based on trimming	2023	Luis Ángel García-Escudero Christian Hennig Agustín Mayo-Íscar Gianluca Morelli Marco Riani
+ PDF Chat	Graphical and Computational Tools to Guide Parameter Choice for the Cluster Weighted Robust Model	2022	Andrea Cappozzo Luis Ángel García-Escudero Francesca Greselin Agustín Mayo‐Iscar
+ PDF Chat	Monitoring Tools in Robust CWM for the Analysis of Crime Data	2022	Andrea Cappozzo Luis Ángel García-Escudero Francesca Greselin Agustín Mayo‐Iscar
+	Graphical and computational tools to guide parameter choice for the cluster weighted robust model	2022	Andrea Cappozzo Luis Ángel García-Escudero Francesca Greselin Agustín Mayo‐Iscar
+ PDF Chat	Robust clustering of functional directional data	2021	Pedro C. Álvarez-Esteban Luis Ángel García-Escudero
+ PDF Chat	Parameter Choice, Stability and Validity for Robust Cluster Weighted Modeling	2021	Andrea Cappozzo Luis Ángel García-Escudero Francesca Greselin Agustín Mayo‐Iscar
+ PDF Chat	Model-based clustering with determinant-and-shape constraint	2020	Luis Ángel García-Escudero Agustín Mayo‐Iscar Marco Riani
+	Robust, fuzzy, and parsimonious clustering, based on mixtures of Factor Analyzers	2018	Luis Ángel García-Escudero Francesca Greselin Agustín Mayo‐Iscar
+ PDF Chat	Robust clustering for functional data based on trimming and constraints	2018	Diego Rivera-García Luis Ángel García-Escudero Agustín Mayo‐Iscar Joaquı́n Ortega
+ PDF Chat	Robust Approaches for Fuzzy Clusterwise Regression Based on Trimming and Constraints	2018	Luis Ángel García-Escudero Alfonso Gordaliza Francesca Greselin Agustín Mayo‐Iscar
+ PDF Chat	Comments on “The power of monitoring: how to make the most of a contaminated multivariate sample”	2017	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán Agustín Mayo‐Iscar
+ PDF Chat	Eigenvalues and constraints in mixture modeling: geometric and computational issues	2017	Luis Ángel García-Escudero Alfonso Gordaliza Francesca Greselin Salvatore Ingrassia Agustín Mayo‐Iscar
+ PDF Chat	Finding the Number of Normal Groups in Model-Based Clustering via Constrained Likelihoods	2017	Andrea Cerioli Luis Ángel García-Escudero Agustín Mayo-Íscar Marco Riani
+	ALESSIOFARCOMENI, LUCAGRECO. Robust Methods for Data Reduction. Boca Raton: CRC Press	2017	Luis Ángel García-Escudero
+ PDF Chat	A reweighting approach to robust clustering	2017	Francesco Dotto Alessio Farcomeni Luis Ángel García-Escudero Agustín Mayo‐Iscar
+ PDF Chat	Robust principal component analysis based on trimming around affine subspaces	2017	Christophe Croux Luis Ángel García-Escudero Alfonso Gordaliza Christel Ruwet R. San Martín
+	Robust Clustering for Time Series Using Spectral Densities and Functional Data Analysis	2017	Diego Rivera-García Luis Ángel García-Escudero Agustín Mayo-Íscar Joaquı́n Ortega
+	Robust clustering for functional data based on trimming and constraints	2017	Diego Rivera-García Luis Ángel García-Escudero Agustín Mayo‐Iscar Joaquı́n Ortega
+ PDF Chat	Robust Clustering for Time Series Using Spectral Densities and Functional Data Analysis	2017	Diego Rivera-García Luis Ángel García-Escudero Agustín Mayo-Íscar Joaquı́n Ortega
+	Advances in robust estimation of skew normal mixtures	2017	Francesca Greselin Luis Ángel García-Escudero Agustín Mayo‐Iscar Geoffrey J. McLachlan
+	Robust clustering for functional data based on trimming and constraints	2017	Diego Rivera-García Luis Ángel García-Escudero Agustín Mayo‐Iscar Joaquı́n Ortega
+	Robust Clustering for Time Series Using Spectral Densities and Functional Data Analysis	2017	Diego Rivera-García Luis Ángel García-Escudero Agustín Mayo-Íscar Joaquı́n Ortega
+	A fuzzy approach to robust regression clustering	2016	Francesco Dotto Alessio Farcomeni Luis Ángel García-Escudero Agustín Mayo‐Iscar
+ PDF Chat	Fuzzy Clustering Through Robust Factor Analyzers	2016	Luis Ángel García-Escudero Francesca Greselin Agustín Mayo‐Iscar
+ PDF Chat	Robust Fuzzy Clustering via Trimming and Constraints	2016	Francesco Dotto Alessio Farcomeni Luis Ángel García-Escudero Agustín Mayo‐Iscar
+ PDF Chat	Robust estimation of mixtures of regressions with random covariates, via trimming and constraints	2016	Luis Ángel García-Escudero Alfonso Gordaliza Francesca Greselin Salvatore Ingrassia Agustín Mayo‐Iscar
+ PDF Chat	The joint role of trimming and constraints in robust estimation for mixtures of Gaussian factor analyzers	2016	Luis Ángel García-Escudero Alfonso Gordaliza Francesca Greselin Salvatore Ingrassia Agustín Mayo‐Iscar
+	A Fuzzy Approach to Robust Clusterwise Regression	2016	Francesco Dotto Alessio Farcomeni Luis Ángel García-Escudero Agustín Mayo‐Iscar
+	A fuzzy version of robust mixtures of Gaussian factor analyzers	2016	Francesca Greselin Luis Ángel García-Escudero Agustín Mayo‐Iscar
+	Robust estimation of mixture models with skew components via trimming and constraints	2016	Luis Ángel García-Escudero Francesca Greselin A Agustin Mayo-Iscar
+	Comments on: Multivariate functional outlier detection	2015	Luis Ángel García-Escudero Alfonso Gordaliza Agustín Mayo‐Iscar
+	Robust estimation for mixtures of Gaussian factor analyzers, based on trimming and constraints	2015	Luis Ángel García-Escudero Alfonso Gordaliza Francesca Greselin Salvatore Ingrassia Agustín Mayo‐Iscar
+	Discusión del articulo "Multivariate functional outlier detection”	2015	Luis Ángel García-Escudero Alfonso Gordaliza Agustín Mayo‐Iscar
+	Robust clustering for heterogeneous skew data	2015	Luis Ángel García-Escudero Francesca Greselin Agustín Mayo‐Iscar
+	Robust estimation of mixtures of regressions with random covariates, via trimming and constraints	2015	Luis Ángel García-Escudero Alfonso Gordaliza Francesca Greselin Salvatore Ingrassia Agustín Mayo‐Iscar
+	Robust estimation for mixtures of Gaussian factor analyzers, based on trimming and constraints	2015	Luis Ángel García-Escudero Alfonso Gordaliza Francesca Greselin Salvatore Ingrassia Agustín Mayo-Íscar
+ PDF Chat	Avoiding spurious local maximizers in mixture modeling	2014	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán Agustín Mayo‐Iscar
+	Robust model estimation, through trimming and constraints, for mixtures of factor analyzers	2014	Francesca Greselin Salvatore Ingrassia Luis Ángel García-Escudero F Gordaliza Agustín Mayo‐Iscar
+ PDF Chat	Robust constrained fuzzy clustering	2013	Heinrich Fritz Luis Ángel García-Escudero Agustín Mayo‐Iscar
+	On the breakdown behavior of the TCLUST clustering procedure	2012	Christel Ruwet Luis Ángel García-Escudero Alfonso Gordaliza Agustín Mayo‐Iscar
+	The influence function of the TCLUST robust clustering procedure	2012	Christel Ruwet Luis Ángel García-Escudero Alfonso Gordaliza Agustín Mayo‐Iscar
+	<b>tclust</b>: An<i>R</i>Package for a Trimming Approach to Cluster Analysis	2012	Heinrich Fritz Luis Ángel García-Escudero Agustín Mayo‐Iscar
+	A review of robust clustering methods	2010	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán Agustín Mayo‐Iscar
+	Discussion: The forward search: Theory and data analysis	2010	Luis Ángel García-Escudero Alfonso Gordaliza Agustín Mayo‐Iscar
+	Robust clusterwise linear regression through trimming	2009	Luis Ángel García-Escudero Alfonso Gordaliza Agustín Mayo‐Iscar R. San Martín
+	A Robust Maximal <i>F</i>-Ratio Statistic to Detect Clusters Structure	2009	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán Agustín Mayo‐Iscar
+ PDF Chat	Robust Linear Clustering	2008	Luis Ángel García-Escudero Alfonso Gordaliza R. San Martín Stefan Van Aelst Ruben H. Zamar
+ PDF Chat	A general trimming approach to robust cluster Analysis	2008	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán Agustín Mayo‐Iscar
+	The TCLUST Approach to Robust Cluster Analysis	2008	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán Bea Agustín Mayo‐Iscar
+	Robust linear clustering around affine subspaces	2007	Ricardo A. San Martín Luis Ángel García-Escudero Alfonso Gordaliza Stefan Van Aelst Ruben H. Zamar
+	A general trimming approach to robust cluster analysis	2007	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán Bea Antonio Jesús Pérez Mayo
+	The importance of the scales in heterogeneous robust clustering	2006	Luis Ángel García-Escudero Alfonso Gordaliza
+	A Proposal for Robust Curve Clustering	2005	Luis Ángel García-Escudero Alfonso Gordaliza
+	Generalized Radius Processes for Elliptically Contoured Distributions	2005	Luis Ángel García-Escudero Alfonso Gordaliza
+	Assessing trends in Duane plots using robust fits	2005	Luis Ángel García-Escudero Miguel A. Fernández Óscar Duque-Pérez Angel L. Zorita
+	Trimming Tools in Exploratory Data Analysis	2003	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán
+	On the Asymptotics of Trimmed Best k-Nets	2002	Juan A. Cuesta‐Albertos Luis Ángel García-Escudero Alfonso Gordaliza
+	Multivariate L-estimation	1999	Ricardo Fraiman Jean Meloche Luis Ángel García-Escudero Alfonso Gordaliza Xuming He Ricardo A. Maronna Vı́ctor J. Yohai Simon J. Sheather Joseph W. McKean Christopher G. Small
+	Robustness Properties of<i>k</i>Means and Trimmed<i>k</i>Means	1999	Luis Ángel García-Escudero Alfonso Gordaliza
+	Robustness Properties of k Means and Trimmed k Means	1999	Luis Ángel García-Escudero Alfonso Gordaliza
+ PDF Chat	A central limit theorem for multivariate generalized trimmed $k$-means	1999	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán
+	Asymptotics for trimmed k-means and associated tolerance zones	1999	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán
+	Comportamiento asintótico y propiedades de robustez para procedimientos estadísticos basados en recortes imparciales	1997	Luis Ángel García-Escudero

Common Coauthors

Coauthor	Papers Together
Agustín Mayo-Íscar	47
Alfonso Gordaliza	33
Francesca Greselin	19
Carlos Matrán	8
Salvatore Ingrassia	7
Joaquı́n Ortega	6
Diego Rivera-García	6
Francesco Dotto	4
Andrea Cappozzo	4
Alessio Farcomeni	4
Marco Riani	3
Christel Ruwet	3
R. San Martín	3
Andrea Cerioli	2
Ruben H. Zamar	2
Stefan Van Aelst	2
Heinrich Fritz	2
Carlos Matrán Bea	2
Pedro C. Álvarez-Esteban	2
Giorgia Zaccaria	1
Ricardo A. San Martín	1
Vı́ctor J. Yohai	1
Antonio Jesús Pérez Mayo	1
Angel L. Zorita	1
Simon J. Sheather	1
Gianluca Morelli	1
Ricardo A. Maronna	1
Andrew T. A. Wood	1
Miguel A. Fernández	1
Christopher G. Small	1
Christophe Croux	1
Juan A. Cuesta‐Albertos	1
A Agustin Mayo-Iscar	1
Jean Meloche	1
Geoffrey J. McLachlan	1
Xuming He	1
F Gordaliza	1
Lucio Barabesi	1
Christian Hennig	1
Ricardo Fraiman	1
Joseph W. McKean	1
Óscar Duque-Pérez	1

Commonly Cited References

Action	Title	Year	Authors	# of times referenced
+ PDF Chat	A general trimming approach to robust cluster Analysis	2008	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán Agustín Mayo‐Iscar	27
+ PDF Chat	Trimmed $k$-means: an attempt to robustify quantizers	1997	Juan A. Cuesta‐Albertos Alfonso Gordaliza Carlos Matrán	26
+	A Fast Algorithm for the Minimum Covariance Determinant Estimator	1999	Peter J. Rousseeuw Katrien Van Driessen	25
+ PDF Chat	A Constrained Formulation of Maximum-Likelihood Estimation for Normal Mixture Distributions	1985	Richard J. Hathaway	22
+	A Fast Algorithm for the Minimum Covariance Determinant Estimator	1999	Peter J. Rousseeuw Katrien Van Driessen	17
+	Robust fitting of mixtures using the trimmed likelihood estimator	2006	N. M. Neykov Peter Filzmoser Rositsa B. Dimova Plamen Neytchev	16
+	Trimming Tools in Exploratory Data Analysis	2003	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán	13
+	Robustness Properties of<i>k</i>Means and Trimmed<i>k</i>Means	1999	Luis Ángel García-Escudero Alfonso Gordaliza	13
+	Multivariate Estimation with High Breakdown Point	1985	Peter J. Rousseeuw	12
+	Robust Regression and Outlier Detection	1989	Gregory F. Piepel Peter J. Rousseeuw Annick M. Leroy	12
+	A review of robust clustering methods	2010	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán Agustín Mayo‐Iscar	12
+ PDF Chat	A robust method for cluster analysis	2005	Marı́a Teresa Gallegos G. Ritter	11
+	Constrained monotone EM algorithms for finite mixture of multivariate Gaussians	2006	Salvatore Ingrassia Roberto Rocci	11
+	Maximum Likelihood Clustering with Outliers	2002	Marı́a Teresa Gallegos	10
+ PDF Chat	A central limit theorem for multivariate generalized trimmed $k$-means	1999	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán	10
+	Robust Cluster Analysis and Variable Selection	2014	G. Ritter	9
+	Maximum Likelihood from Incomplete Data Via the <i>EM</i> Algorithm	1977	A. P. Dempster N. M. Laird Donald B. Rubin	9
+	Robust Regression and Outlier Detection	1987	Peter J. Rousseeuw Annick M. Leroy	9
+	Trimming algorithms for clustering contaminated grouped data and their robustness	2009	Marı́a Teresa Gallegos G. Ritter	8
+	Some methods for classification and analysis of multivariate observations	1967	James B. MacQueen	8
+	The importance of the scales in heterogeneous robust clustering	2006	Luis Ángel García-Escudero Alfonso Gordaliza	8
+	Best approximations to random variables based on trimming procedures	1991	Alfonso Gordaliza	8
+ PDF Chat	Breakdown points for maximum likelihood estimators of location–scale mixtures	2004	Christian Hennig	8
+	Robust clusterwise linear regression through trimming	2009	Luis Ángel García-Escudero Alfonso Gordaliza Agustín Mayo‐Iscar R. San Martín	7
+ PDF Chat	Avoiding spurious local maximizers in mixture modeling	2014	Luis Ángel García-Escudero Alfonso Gordaliza Carlos Matrán Agustín Mayo‐Iscar	7
+ PDF Chat	Linear grouping using orthogonal regression	2004	Stefan Van Aelst Xiaogang Wang Ruben H. Zamar Rong Zhu	7
+	Multivariate Clustering Procedures with Variable Metrics	1974	Ricardo A. Maronna Pablo M. Jacovkis	7
+	A Proposal for Robust Curve Clustering	2005	Luis Ángel García-Escudero Alfonso Gordaliza	7
+	Estimating the components of a mixture of normal distributions	1969	N. E. Day	6
+	Least Median of Squares Regression	1984	Peter J. Rousseeuw	6
+	Multivariate Statistics: A Practical Approach	1990	Douglas M. Hawkins Bernhard Flury Hans Riedwyl	6
+ PDF Chat	Robust constrained fuzzy clustering	2013	Heinrich Fritz Luis Ángel García-Escudero Agustín Mayo‐Iscar	6
+	Robust Methods for Data Reduction	2015	Alessio Farcomeni Luca Greco	6
+ PDF Chat	Finding the Number of Normal Groups in Model-Based Clustering via Constrained Likelihoods	2017	Andrea Cerioli Luis Ángel García-Escudero Agustín Mayo-Íscar Marco Riani	6
+	Robust Statistics	1981	Peter J. Huber	6
+	An Algorithm for Restricted Least Squares Regression	1983	Richard L. Dykstra	6
+	Weak Convergence and Empirical Processes	1996	Aad van der Vaart Jon A. Wellner	6
+ PDF Chat	Multivariate analysis by data depth: descriptive statistics, graphics and inference, (with discussion and a rejoinder by Liu and Singh)	1999	Regina Y. Liu Jesse M. Parelius Kesar Singh	5
+	On the breakdown point of multivariate location estimators based on trimming procedures	1991	Alfonso Gordaliza	5
+ PDF Chat	Asymptotic Distributions for Clustering Criteria	1978	J. A. Hartigan	5
+ PDF Chat	Maximum likelihood estimation in constrained parameter spaces for mixtures of factor analyzers	2013	Francesca Greselin Salvatore Ingrassia	5
+	Large-sample results for optimization-based clustering methods	1991	Peter G. Bryant	5
+ PDF Chat	A Central Limit Theorem for $k$-Means Clustering	1982	David Pollard	5
+	Trimmed best k-nets: A robustified version of an L∞-based clustering method	1998	Juan A. Cuesta‐Albertos Alfonso Gordaliza Carlos Matrán	5
+ PDF Chat	Impartial trimmed k-means for functional data	2006	Juan A. Cuesta‐Albertos Ricardo Fraiman	5
+	Robust clustering methods: a unified view	1997	Rajesh N. Davé Raghu Krishnapuram	5
+	Switching regression models and fuzzy clustering	1993	Richard J. Hathaway James C. Bezdek	5
+ PDF Chat	Asymptotics for the Minimum Covariance Determinant Estimator	1993	Ronald W. Butler P. L. Davies Myoungshic Jhun	5
+ PDF Chat	The joint role of trimming and constraints in robust estimation for mixtures of Gaussian factor analyzers	2016	Luis Ángel García-Escudero Alfonso Gordaliza Francesca Greselin Salvatore Ingrassia Agustín Mayo‐Iscar	5
+	Robust Estimation in the Normal Mixture Model Based on Robust Clustering	2008	Juan A. Cuesta‐Albertos Carlos Matrán Agustín Mayo‐Iscar	4