I: Publications (only preprint version)   II: Preprints   II: Articles in Books

Publications

Lemmens, A., Croux, C. and Stremersch, C. (201x), Dynamics in International Market Segmentation of New Product Growth, International Journal of Research in Marketing, (pdf).

Fritz, H., Filzmoser, P., and Croux, C. (201x), ``A comparison of algorithms for the multivariate L1-median,''  Computational Statistics, to appear.

Boudt, K., Cornelissen, J. and Croux, C. (201x), Jump robust daily covariance estimation by disentangling variance and correlation components, Computational Statistics and Data Analysis, to appear (pdf)

Croux, C., Gijbels, I., and Prosdocimi, I. (201x), Robust estimation of mean and dispersion functions in Extended Generalized Additive models,  Biometrics,(pdf)

Boudt, K., Cornelissen, J. and Croux, C. (2012), "The Gaussian rank correlation estimator: robustness properties", Statistics and Computing,  22, 471--483.  (pdf)

2011

Verniers, I., Stremersch, S., and Croux, C. (2011), The Global Entry of New Pharmaceuticals: A Joint Investigation of Launch Window and Price, International Journal of Research in Marketing,  295-308 (pdf )

Boudt K., Croux, C., Laurent, S. (2011), "Outlyingness weighted  covariation", Journal of Financial Econometrics, 9(4), 657--684. (pdf + technical report)

Croux, C.,  Dehon, C., and Yadine, A.  (2011) , ``On the Optimality of Multivariate S-estimators'',  Scandinavian Journal of Statistics, 38(2), 332-341,  (pdf) + technical appendix (pdf)

Croux, C., Gelper, S., Mahieu, K. (2011), "Robust control charts for time series data" , Expert Systems with Applications, 38(11), 13810-13815.(pdf)

Boudt K., Croux C. and Laurent S. (2011), ``Robust estimation of intraweek periodicity in volatility and jump detection'', Journal of Empirical Finance,  18, 353-367. (pdf)

Boudt, K., Caliskan, D., and Croux, C.  (2011),  "Robust explicit estimators for Weibull parameters," Metrika, 73(2), 187-209 (pdf)

2010

Tharmaratnam, K., G. Claeskens, G., Croux, C., and Salibian-Barrera, M. (2010), S-Estimation for Penalized Regression Splines, Journal of Computational and Graphical Statistics 19(3), 609-625. (pdf)

Croux, C., and Dehon, C. (2010)  Influence functions of the Spearman and Kendall Correlation measures, Statistical Methods and Applications, 19(4), 497-515  (pdf)

Croux, C.,  Dehon, C., and Yadine, A.  (2010) , ``The k-step spatial sign covariance matrix'',  Advances in Data Analysis and Classification, 4(2), 137-150  (pdf)

Schettlinger, K., Gelper, S., Gather, U., and Croux, C. (2010) Regression-based, regression-free and model-free approaches for robust online scale estimation, Journal of Statistical Computation and Simulation, 80(9), 1023-1040. (pdf)

Croux, C., Gelper, G., and Mahieu, K. (2010), ``Robust Exponential Smoothing of Multivariate Time Series,'' Computational Statistics and Data Analysis, 54,  2999-3006.  (pdf)

Boudt K,  and Croux C (2010),  Robust M-estimation of multivariate GARCH models,  Computational Statistics and Data Analysis, 54(11), 2459-2469. (pdf)

Croux, C., Fekri, M., Ruiz-Gazen, A. (2010), ``Fast and Robust estimation of the Multivariate Errors in Variables Model,'' Test, 19(2), 286-303. (pdf)

Gelper S.,  Fried, R., and , Croux C. (2010), "Robust  forecasting with exponential and Holt-Winters smoothing,"  Journal of Forecasting, 29(3),285-300. (pdf)

Gelper, G., and Croux, C. (2010),  "On the Construction of the European Economic Sentiment Indicator," Oxford Bulletin of Economics and Statistics, 72(1), 47-62 (pdf)

2009

Verardi, V., and Croux, C. (2009) , Robust Regression in Stata, Stata Journal, 9(3), 439-453 (pdf)

Caliskan, D., Croux, C., and Gelper, G. (2009), ``Efficient and robust scale estimation for trended time series'',  Statistics and Probability Letters, 79(18), 1900-1905. (pdf)

Prieto, J.C.,  Croux, C., and Ramon A.J. (2009), `` RoPEUS: A New Robust Algorithm for Static Positioning in Ultrasonic Systems'', Sensors, 9(6), 4211-4229 (pdf)

Croux, C. (2009), Discussion of  ''Invariant co-ordinate selection'', by  D. E. Tyler, F. Critchley, L. Dümbgen, H. Oja, Journal of the Royal Statistical Society B,  71 (3), 582-583.

Callens,M., and Croux, C. (2009), ``Poverty Dynamics in Europe. A Multilevel Discrete-Time Recurrent Hazard Analysis, International Sociology, 24 (3),  368-396.  (pdf)

Glady, N., and Croux, C. (2009), ``Predicting Customer Wallet without Survey Data,'' Journal of Service Research, 11(3), 219-231.   (pdf)

Roelandt, E., Van Aelst, S., Croux, C. (2009), ``Multivariate Generalized S-estimators,'' Journal of Multivariate Analysis,  100(5),  876-887.  (pdf) (technical report)

Glady, N.,  Baesens, B., and Croux, C. (2009), "A Modified Pareto/NBD Approach for Predicting Customer Lifetime Value,"  Expert Systems With Applications, 36(2), 2062-2071. (pdf)

Glady, N.,  Baesens, B., and Croux, C. (2009), ``Modeling Churn Using Customer Lifetime Value,''  European Journal of Operational Research, 197(1), 402-411. (pdf)

Gelper, S., Schettlinger, K., Croux, C., Gather, U., (2009), "Robust Online Scale Estimation in Time Series: A Model-Free Approach", Journal of Statistical Planning & Inference, 139, 335-339.  Manuscript (addendum).

2008

Boudt, K., Peterson, B., and Croux, C. (2008), ``Estimation and Decomposition of Downside Risk for Portfolios with Non-normal Returns,''
The Journal of Risk, 11(2), 1-25.  (pdf)

Lemmens, A., Croux, C., and Dekimpe, M.G. (2008), ``Measuring and Testing Granger Causality over the Spectrum: An application to European Production Expectation Surveys,'' International Journal of Forecasting, 24(3), 414-431. (pdf) R-program: GrangerCoh.R

Claeskens, G., Croux, C., and Van Kerckhoven, J. (2008),  "An information criterion for variable selection in Support Vector Machines," Journal of Machine Learning Research,  9, 541-558  (pdf)

Croux, C., Filzmoser, P., and Joossens, K. (2008), ``Classification Efficiencies for Robust Linear Discriminant Analysis,''  Statistica Sinica, 18(2), 581-599.  (pdf)

Croux, C., Gelper, S., and Fried, R. (2008), ``Computational aspects of robust Holt-Winters smoothing based on M-Estimation,''  Applications in Mathematics, 53(3), 163-176. (pdf)

Croux, C., Haesbroeck, G., and Joossens, K. (2008), ``Logistic Discrimination using Robust Estimators: an influence function approach,'' The Canadian Journal of Statistics, 36(2),157-174 .(pdf)

Agullo, J., Croux, C., and Van Aelst, S. (2008), ``The Multivariate Least Trimmed Squares Estimator''  Journal of Multivariate Analysis,  99(3), 311-318  (pdf).

2007

Claeskens, G., Croux, C., and Van Kerckhoven, J. (2007), ``Prediction Focussed Model Selection for Autoregressive Models,  The Australian and New Zealand Journal of Statistics,  49(4), 359-379(pdf)

Bramati, M. C., and Croux, C. (2007), ``Robust Estimators for the Fixed Effects Panel data Model.", Econometrics Journal, 10(3), 521-540 (pdf)

Croux, C., Joossens, K., and Lemmens, A. (2007), ``Trimmed Bagging'',  Computational Statistics and Data Analysis, 52(1),  362-368 (pdf).

Croux, C., Gallopoulos, E., Van Aelst, S., and Zha, H. (2007 ),``Editorial - Machine Learning and Robust Data Mining'', Computational Statistics and Data Analysis, 52(1),  151-154.

Lemmens, A., Croux, C., and DeKimpe, M.G. (2007), ``Consumer Confidence on Europe: United in Diversity?'', International Journal of  Research in Marketing,  24(2),  113-127.

Croux C,  Filzmoser P, and Oliveira M.R. (2007),  Algorithms for Projection-Pursuit Robust Principal Component Analysis, Chemometrics and Intelligent Laboratory Systems, 87, 218-225. (pdf).

Croux, C., and Filzmoser, P. (2007),  Discussion of ``A Survey of Robust Statistics,'' by S. Morgenthaler,  Statistical Methods and Applications, 15, 280-282.

Lorant, V., Croux, C., Scott, W., Deliege D., Mackenbach, J., and Ansseau, M. (2007), ``Depression and Socio-Economic Risk Factors : a 7-year Longitudinal Population Study,'' British Journal of Psychiatry,   190(4), 293-298.

Daszykowski, M., Serneels, S., Kaczmarek, K., Van Espen, P., Croux, C., and Walczak, B. (2007), ``TOMCAT: a MATLAB toolbox for multivariate calibration techniques,'' Chemometrics and Intelligent Laboratory Systems,  85(2), 269-277.

Gelper, S., and Croux, C. (2007), ``Multivariate out-of-sample tests for Granger causality,''  Computational Statistics and Data Analysis, 51(7), 3319-3329. (pdf)

Gelper, S., Lemmens, A., and Croux, C. (2007), ``Consumer Sentiment and Consumer Spending: Decomposing the Granger Causal Relationship in the Time Domain,'' Applied Economics, 39(1), 1-11 (pdf).

2006

Croux, C. (2006),  Discussion of “Sur une limitation tres générale de la dispersion de la médiane,” by M. Fréchet, Journal de la Société Française de Statistique,  147(2), 45-49.

Claeskens, C., Croux, C., and Van Kerckhoven, J. (2006), ``Variable selection for logistic regression using a prediction focussed information criterion'', Biometrics, 62, 972-979. (pdf + appendix)

Croux, C., Dhaene, G., and Hoorelbeke, D. (2006), ``Testing the Information Matrix Equality with Robust estimators'', Journal of Statistical Planning and Inference,  136(10), 3583-3613.(pdf).

Lemmens, A., and Croux, C. (2006), ``Bagging and Boosting Classification Trees to Predict Churn'', Journal of Marketing Research, 43(2), 276-286. (pdf).

Taskinen, S., Croux, C., Kankainen, A., Ollila, E., and Oja, H. (2006), ``Canonical Analysis based on Scatter Matrices'', Journal of Multivariate Analysis, 97(2), 359-384. (pdf).

2005

Callens, M., and Croux, C. (2005), ``Performance of Likelihood-Based Estimation Methods for Multilevel Binary Regression Models'', Journal of Statistical Computation and Simulation, 75 (12), 1003-1017 (pdf).

Callens, M., and Croux, C. (2005), ``The Impact of Education on Third Births. A Multilevel Discrete-Time Hazard Analysis'', Journal of Applied Statistics, 32 (10), 1035-1050 (doc).

Croux, C., and Joossens, K. (2005), ``Influence of Observations on the Misclassification Probability in Quadratic Discriminant Analysis'', Journal of Multivariate Analysis, 96, 384-403 (pdf).

Serneels, S., Croux, C., Filzmoser, P., and Van Espen, P.J. (2005), ``Partial Robust M-Regression'', Chemometrics and Intelligent Laboratory Systems, 79, 55-64 (pdf).

Croux, C., and Ruiz-Gazen, A. (2005), ``High Breakdown Estimators for Principal Components: the Projection-Pursuit Approach Revisited'', Journal of Multivariate Analysis, 95, 206-226 ((pdf)).

Serneels, S., Filzmoser, P., Croux, C., and Van Espen, P.J. (2005), ``Robust Continuum Regression,'' Chemometrics and Intelligent Laboratory Systems, 76 (2), 197-204 (pdf)

Lemmens, A., Croux, C., and Dekimpe, M.G. (2005), ``On the predictive content of production surveys: a pan-European study'', International Journal of Forecasting, 2, 363-367. (pdf).

Croux, C., and Joossens, K. (2005), ``Inleiding tot de Robuuste Statistiek: Elementen van theorie en bedrijfseconomische toepassingen'', Tijdschrift voor Economie en Management, 2, 287-310 (pdf).

Branco, J.A. , Croux, C., Filzmoser, P., and Oliviera, M.R. (2005), `` Robust Canonical Correlations: A Comparative Study'', Computational Statistics, 20, 203-229 (pdf);

2004

Callens, M., and Croux, C. (2004), ``Contact and Cooperation in the Belgian Fertility and Family Survey'', Survey Methodology, 30 (1), 115-124. (word).

Serneels, S., Croux, C., and Van Espen, P. (2004), ``Influence Properties of Partial Least Squares Regression'', Chemometrics and Intelligent Laboratory Systems, 71, 13-20 (pdf).

Ollila, E., Croux, C., and Oja, H. (2004), ``Influence function and asymptotic efficiency of the affine equivariant rank covariance matrix'', Statistica Sinica, 14, 297-316.

Croux, C., Renault, E., and Werker, B. (2004), ``Guest editorial: Dynamic factor models,'' Journal of Econometrics, 119, 223-230.

2003

Ollila, E., Oja, H., and Croux, C. (2003), ``The Affine Equivariant Sign Covariance Matrix: Asymptotic Behavior and Efficiencies'', Journal of Multivariate Analysis, 87, 328-355 (pdf)

Croux, C., and Haesbroeck, G. (2003), ``Implementing the Bianco and Yohai estimator for Logistic Regression'', Computational Statistics and Data Analysis, 44, 273-295 (pdf

Croux, C., Van Aelst, S., and Dehon, C., (2003), ``Bounded Influence Regression using High Breakdown Scatter Matrices'', Annals of the Institute of Statistical Mathematics, 55, 265-285 (pdf)

Croux, C., and Dehon, C. (2003), `` Estimators of the Multiple Correlation Coefficient: local robustness and confidence intervals'', Statistical Papers, 44, 315-334 (pdf).

Filzmoser, P., and Croux, C. (2003), ``Dimension reduction of the explanatory variables in multiple linear regression'', Pliska Studia Mathematica Bulgarica, 14, 59-70 (pdf).

Croux, C., and Lemmens, A. (2003), ``Bagging van Statistische Classificatieregels'', Business Inzicht, 12, 2-3.

Croux, C., Filzmoser, P., Pison, G. and Rousseeuw, P.J. (2003), ``Fitting Multiplicative Models by Robust Alternating Regressions'', Statistics and Computing, 13, 23-36 (pdf).

Pison, G., Rousseeuw, P.J., Filzmoser, P., and Croux, C. (2003), ``Robust Factor Analysis'', Journal of Multvariate Analysis, 84, 145-172 (pdf).

2002

Croux, C., and Van Aelst, C. (2002), discussion of ``Nearest Neighbor Variance Estimation (NNVE): Robust Covariance Estimation via Nearest Neighbor Cleaning'' by Wang, N., and Raftery, A.E., The Journal of the American Statistical Association, 97, 1006-1009.

Croux, C., Flandre, C, and Haesbroeck, G. (2002), ``The Breakdown Behavior of the Maximum Likelihood Estimator in the Logistic Regression Model'', Statistics and Probability Letters, 60, 377-386 (pdf).

Croux, C., Haesbroeck, G. and Rousseeuw, P. (2002), ``Location Adjustment for the Minimum Volume Ellipsoid Estimator'', Statistics and Computing, 12, 191-200 pdf).

Croux, C., and Haesbroeck, G. (2002), ``Finite-Sample Efficiencies of Estimators for the Minimum Volume Ellipsoid'', Journal of Statistical Computation and Simulation, 72, 585-596 (pdf).

Van Loco, J., Elskens, M., Croux, C., and Beernaert, H. (2002), ``Linearity of calibration curves: Use and Misuse of the correlation coefficient'', Accreditation and Quality Assurance, 7, 281-285 (word).

Croux, C., and Dehon, C. (2002), ``Analyse canonique basée sur des estimateurs robustes de la matrice de covariance'', La Revue de Statistique Appliquée, 2, 5-26 (ps).

Croux, C., and Haesbroeck, G. (2002), ``Maxbias Curves of Location Estimators based on Subranges'', Journal of Nonparametric Statistics, 14, 295-306 (pdf).

2001

Croux, C., and Haesbroeck, G. (2001), ``Maxbias Curves of Robust Scale Estimators Based on Subranges'', Metrika, 53, 101-122; Technical report (pdf) and figures (pdf).

Croux, C., Forni, M., and Reichlin, L. (2001), ``A Measure of Comovement for Economic Variables: Theory and Empirics'', The Review of Economics and Statistics, 83, 232-241 (pdf).

Croux, C., Dehon, C., Van Aelst, S., and Rousseeuw, P. (2001), ``Robust Estimation of the Conditional Median Function at Elliptical Models'', Statistics and Probability Letters, 51, 361-368 (pdf).

Croux, C., and Dehon, C. (2001), ``Robust Linear Discriminant Analysis using S-estimators'', The Canadian Journal of Statistics, 29, 473-492 (pdf).

2000 and earlier

Croux, C., and Haesbroeck, G. (2000), ``Principal Component Analysis based on Robust Estimators of the Covariance or Correlation Matrix: Influence Functions and Efficiencies'', Biometrika, 87,603-618 (pdf).

Croux, C. (1999), Comment on ``Robust Principal Component Analysis for Functional Data'', by Locantore, N., Marron, J.S., Simpson, D.G., Tripoli, N., Zhang, J.T., and Cohen, K.L. Test, 1, 41-46 (pdf).

Croux, C., and Haesboeck, G. (1999), ``Influence Function and Efficiency of the Minimum Covariance Determinant Scatter Matrix Estimator'', Journal of Multivariate Analysis, 71, 161-190 (pdf).

Croux, C. (1998), ``Limit Behavior of the Empirical Influence Function of the Median'', Statistics and Probability Letters, 37, 331-340 (pdf).

Heylen, L., Wuyts, F., Mertens, F., De Bodt, M., Pattyn, J., Croux, C., Van de Heyning, P., (1998), ``Evaluation of the Vocal Performance of Children Using a Voice Range Profile Index'', Journal of Speech, Language, and Hearing Research, 41, 232-238.

Croux, C., and Haesbroeck, G. (1997), ``An Easy Way to Increase the Finite-Sample Efficiency of the Resampled Minimum Volume Ellipsoid Estimator'', Computational Statistics and Data Analysis, 25, 125-141 (pdf).

De Bodt, M., Wuyts, F., Van de Heyning, P., and Croux, C. (1997), ``Test-Retest study of the GRBAS scale. The influence of experience and professional background on perceptual rating attitudes of voice quality'', Journal of Voice, 11, 74-80.

Croux, C. (1996), ``Maximum Deviation Curves for Location Estimators'', Statistics, 28, 285-305 (pdf).

Croux, C., Rousseeuw, P.J., and Van Bael, A. (1996), ``Robust Regression by Minimizing Nested Scale Estimators'', Journal of Statistical Planning and Inference, 53, 197-235 (pdf).

Hössjer, O., Rousseeuw, P.J., and Croux C. (1996), ``Asymptotics of an Estimator of a Robust Spread Functional'', Statistica Sinica, 2, 375-388.

Oruc, L., Furac, I., Croux, C., Jakovlevic, M., Kracun, I., Folnegovic, V., and Van Broeckhoven, C. (1996), ``Association study between bipolar disorder and candidate genes involved in dopamineserotonin metabolism and GABAergic neurotransmission: a prelinimary report'', Psychiatric Genetics , 6, 213-217.

Hössjer, O., and Croux, C. (1995), ``Generalizing Univariate Signed Rank Statistics for Testing and Estimating a Multivariate Location Parameter'', Nonparametric Statistics, 4, 293-308 pdf).

Rousseeuw, P.J., Croux C., and Hössjer, O. (1995), ``Sensitivity Functions and Numerical Analysis of the Repeated Median Slope'', Computational Statistics, 10, 71-90 (pdf).

Croux, C., Rousseeuw, P.J., and Hössjer, O. (1994), ``Generalized S-Estimators'', Journal of the American Statistical Association, 89, 1271-1281 (pdf).

Hössjer, O., Croux, C., and Rousseeuw, P.J. (1994), ``Asymptotics of Generalized S-Estimators'', Journal of Multivariate Analysis, 51, 148-177.(pdf)+figure).

Croux, C. (1994), ``Efficient High-Breakdown M-Estimators of Scale'', Statistics and Probability Letters, 19, 371-379.

Rousseeuw, P.J., and Croux, C. (1994), ``The Bias of k-step M-estimators'', Statistics and Probability Letters, 20, 411--420.(pdf).

Hössjer, O., Rousseeuw, P.J., and Croux, C. (1994), ``Asymptotics of the Repeated Median Slope Estimator'', The Annals of Statistics, 22, 1478-1501.

Rousseeuw, P.J. and Croux, C. (1993), ``Alternatives to the Median Absolute Deviation'', Journal of the American Statistical Association, 88, 1273-1283.

Croux, C., and Rousseeuw, P.J. (1992), ``A Class of High-Breakdown Scale Estimators Based on Subranges'', Communications in Statistics, Theory and Methods, 21, 1935-1951. (pdf)

Croux, C., and Veraverbeke, N. (1990), ``Nonparametric Estimators for the Probability of Ruin'', Insurance: Mathematics and Economics, 9, 127-130. (pdf)

 

Preprint

Gelper, S., Croux, C., (2008), "Time series least angle regression for selecting predictive economic sentiment series". (pdf) (The accompanying R package 'tslars' can be downloaded from CRAN)

Croux, C., and  Dehon, C. (201x), "Robust estimation of location and scale"  (review paper). (pdf)

Croux, C., Filzmoser, P.,  and Fritz, H. (201x), ``Robust Sparse Principal Component Analysis". (pdf)

Alkfons, A., Croux, C. and Gelper, S. (2011), ``Sparse Least Trimmed Squares''. (pdf)

Croux, C., Haesbroeck, G., Ruwet, C. (201x), ``Robust estimation for ordinal regression,'' submitted.(pdf)

Glady, N., Lemmens, A., Croux, C. (201x),  Modeling Within- and Across-Customer Association in Lifetime Value with Copulas  (pdf)

Croux, C., Dhaene, G., Hoorelbeke, D. (201x), ``Robust Standard Errors for Robust Estimators.'' (robse.pdf)

Croux, C., and Filzmoser, P. (201x), ``Projection Pursuit based Measures of Association.'' (pdf)

Croux, C., and Reusens, P. (2011), "Do stock prices contain predictive power for the future economic activity? A Granger causality analysis in the frequency domain",  (pdf) software: single-country (Single country R-script.r.txt), multi-country (Multi-country R-script.r.txt)

 

Articles in Books or refereed proceedings

Croux C, Joossens K (2008), "Robust estimation of the vector autoregressive model by a least trimmed squares procedure", in COMPSTAT 2008: PROCEEDINGS IN COMPUTATIONAL STATISTICS,  Ed. P. Brito, pp 489-501, Heidelberg: Phyisica Verlag (pdf)

Filzmoser, P., Joossens, K., and Croux, C. (2006), ``Multiple group linear discriminant analysis: robustness and error rate'' in
COMPSTAT 2006 - Proceedings in Computational Statistics, Eds. A. Rizzi and M. Vichi, pp. 521-532, Heidelberg: Physica-Verlag

Filzmoser, P., Serneels, S., Croux, C., and Van Espen, P.J. (2006), ``Robust multivariate methods: the projection pursuit approach,'' in
From Data and Information Analysis to Knowledge Engineering, Eds. M. Spiliopoulou, R. Kruse, C. Borgelt, A. Nürnberger, and W.
Gaul, pp. 270-277, Berlin: Springer Verlag.

Serneels, S., Croux, C., Filzmoser, P., and Van Espen, P.J. (2006), ``The partial robust M approach'' in From Data and Information Analysis to Knowledge
Engineering, Eds. M. Spiliopoulou, R. Kruse, C. Borgelt, A. Nürnberger, and W. Gaul, pp. 230-237, Berlin: Springer Verlag.

Gelper, S. and Croux, C. (2006), "Out-of-sample Decomposition of a Granger Causality Measure", COMPSTAT 2006 Proceedings, Eds. A. Rizzi and M. Vichi, pp. CD 1155-1162, Heidelberg: Physica-Verlag.

Croux, C. (2005), `"Les coefficients d' association et les tests d'indépendance pour des variables qualitatives'', in  Modèles statistiques pour données qualitatives, Eds. J.J. Droesbeke, M. Lejeune and G. Sapporta, Paris: Technip, pp 17- 36.

Croux, C. (2005),  "Les modèles log-linéaires'", in Modèles statistiques pour données qualitatives, Eds. J.J. Droesbeke, M. Lejeune and G. Sapporta, Paris: Technip, pp 37-69.

Croux C., and Haesbroeck G. (2005), "Regression Logistique Robuste," in Modèles statistiques pour données qualitatives, Eds. J.J. Droesbeke, M. Lejeune and G. Sapporta, Paris: Technip, pp
153-170.

Croux, C., Joossens, K. and Lemmens, A. (2004), ``Bagging a stacked classifier'', in Compstat 2004: Proceedings in Computational Statistics, Eds. J. Antoch, Heidelberg, Physica-Verlag, p. 839-846.

Oliveira, M.R., Branco, J.A., Croux, C., Filzmoser, P. (2004), ``Robust Redundancy Analysis by Alternating regressions,'' Theory and Applications of Recent Robust Methods, Eds. M. Hubert, G. Pison, A. Struyf and S. Van Aelst, Basel: Birkhauser, pp 235-246.

Joossens, K., and Croux, C. (2004), ``Empirical comparison of the classification performance of robust linear and quadratic discriminant analysis,'' Theory and Applications of Recent Robust Methods, Eds. M. Hubert, G. Pison, A. Struyf and S. Van Aelst, Basel: Birkhauser, pp 131-140.

Serneels, S., Croux, C., Filzmoser, P., and Van Espen, P.J. (2003), ``Régression PLS basée sur des projections Révélatrices'', Chimiométrie 2003, Société de Chimie Industrielle, Paris, pp 48-53.

Croux, C., Ollila, E., and Oja, H.  (2002), ``Sign and Rank Covariance Matrices: Statistical Properties and Application to Principal Components Analysis'', Statistical Data Analysis Based on the L1-Norm and Related Methods, Ed. Y. Dodge, Basel: Birkhauser, pp 257-271. (pdf)

Dehon, C., and Croux, C. (2002), ``Statistical inference for a Robust Measure of Multiple Correlation'', in Compstat  2002: Proceedings in Computational Statistics, Eds. W. Härdle and B. Rönz, Heidelberg: Physika-Verlag, pp 557-562.

Filzmoser, F., and Croux, C. (2002), ``A Projection Algorithm for Regression with Collinearity'', Classification, Clustering, and Data Analysis , Eds. K. Jajuga, A. Sokolowski, and H.-H. Bock, Berlin: Springer-Verlag, pp 227-234.

Filzmoser, F., Dehon, C., and Croux, C. (2000), ``Outlier Resistant Estimators for Canonical Correlation Analysis'', in Compstat: Proceedings in Computational Statistics, Eds. J.G. Bethlehem and P.G.M. van de Heijden, Heidelberg: Physica Verlag, pp 301-307.

Pison, G., Rousseeuw, P.J., Filzmoser, P., and Croux, C. (2000), ``A Robust Version of Principal Factor Analysis'', in Compstat: Proceedings in Computational Statistics, Eds. J.G. Bethlehem and P.G.M. van de Heijden, Heidelberg: Physica Verlag, 385-390.

Dehon, C., Filzmoser, P., and Croux, C. (2000) , ``Robust Methods for Canonical Correlation Analysis'', in Data Analysis, Classification, and Related Methods, Eds. H.A.L. Kiers, J.P. Rasson, P.J.F. Groenen, M. Schrader, Berlin: Springer-Verlag, 321-326 (pdf)).

Croux, C., and Wasmer, E. (2000), ``Analyse de Données Spatiales du Marche du Travail: Application aux 260 communes wallonnes'', Les conditions de la croissance regionale, Vol 1: Dualisme et institutions du marche du travail, Charleroi, CIFoP, 171-190 (pdf).

Croux C., and Haesbroeck, G. (1999), ``Empirical Influence Functions for Robust Principal Components'', 1999 Proceedings of the Statistical Computing Section on of the American Statistical Association, 201-206 (pdf).

Croux, C., and Filzmoser, P. (1998), ``A Robust Biplot Representation of Two-way Tables'', in Advances in Data Science and Classification, Eds. A. Rizzi, M. Vichi and H. Bock, Berlin: Springer-Verlag, 355-361.

Croux, C., and Filzmoser, P. (1998), ``Robust Fitting of Factor Models for Two-way Tables'', in Compstat: Proceedings in Computational Statistics, Eds. R. Payne and P. Green, Heidelberg: Springer Verlag, 245-250.

Croux, C. and Ruiz-Gazen, A. (1996), ``A Fast Algorithm for Robust Principal Components based on ProjectionPursuit'', in Compstat: Proceedings in Computational Statistics, Ed. A. Prat, Heidelberg: Physica-Verlag, 211-217.

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