Publications
Note: Published versions of articles that appeared in journals can be obtained from the
official website of these journals which are accessible through the links below.
Journal papers
- Sinova, B., Gil, M.A., Colubi, A., and Van Aelst, S. (2011),
"The median of a random fuzzy number. The 1-norm distance approach,"
Fuzzy Sets and Systems, to appear.
- Lievens, A., Van Aelst, S., Van den Bulcke, M., and Goetghebeur, E. (2012),
"Enhanced analysis of real-time PCR data by using a variable efficiency model: FPK-PCR,"
Nucleic Acids Research, 40(2): e10.
- Aerts, J.M.J., Martinez-Madrid B., Leroy, J.L.M.R., Van Aelst, S., and Bols, P.E.J. (2009),"Xenotransplantation by injection of a suspension of isolated preantral ovarian follicles and stroma cells under the kidney capsule of nude mice,"
Fertility and Sterility, 94 (2), 708-714.
- Alqallaf, F., Van Aelst, S., Yohai, V.J. and Zamar, R.H. (2009), "Propagation of Outliers in Multivariate Data,"
Annals of Statistics, 37 (1), 311-331.
Technical report
- García-Escudero, L.A., Gordaliza, A., San Martín, R., Van Aelst, S., and Zamar, R.H. (2009),
"Robust Linear Clustering,"
Journal of the Royal Statistical Society B, 71 (1), 301-319.
Technical report
- Aerts, J.M.J., De Clercq, J.B.P., Andries, S., Leroy, J.L.M.R., Van Aelst, S.,
and Bols, P.E.J. (2008),"Follicle Survival and Growth to Antral Stages in Short-Term Murine Ovarian Cortical
Transplants after Cryologic Solid Surface Vitrification or Slow-Rate Freezing,"
Cryobiology, 57, 163–169
- Aerts, J.M.J., Martinez-Madrid, B., Flothmann, K., De Clercq, J. B.P., Van Aelst, S.,
and Bols, P.E.J. (2008), "Quantification and Viability Assessment of Isolated Bovine Primordial and Primary Ovarian
Follicles Retrieved Through a Standardized Biopsy Pick-Up Procedure,"
Reproduction in Domestic Animals, 43, 360-366.
- Croux, C., Gallopoulos, E., Van Aelst, S., and Zha, H. (2007), "Editorial-special issue on Machine Learning and Robust Data Mining, "
Computational Statistics and Data Analysis, 52, 151-154.
- Van Aelst, S., Wang, X., Zamar, R.H., Zhu, R. (2006), "Linear Grouping Using Orthogonal regression,"
Computational Statistics and Data Analysis, 50, 1287-1312.
Technical report
- Rousseeuw, P.J., Van Aelst, S., Van Driessen, K., and
Agulló, J. (2004), "Robust Multivariate Regression,"
Technometrics, 46, 293-305.
Technical report
- De Groot, V., Hubert, M., Van Best, J.A., Engelen, S., Van Aelst, S.,
and Tassignon, M.J. (2003), "Lack of Fluorophotometric Evidence of
Aqueous-Vitreous Barrier Disruption after Posterior Capsulorhexis,"
Journal of Cataract and Refractive Surgery 29, 2330-2338.
- Rambali, B., Van Aelst, S., Baert, L., and Massart, D.L. (2003), "Using Deepest Regression Method For Optimization of Fluidized Bed Granulation
on Semi-Full Scale,"
International Journal of Pharmaceutics, 258, 85-94.
- Willems, G., Pison, G., Rousseeuw, P.J., and Van Aelst, S. (2002), "A Robust Hotelling Test,"
Metrika, 55, 125-138.
Technical report
- Van Aelst, S., Rousseeuw, P.J., Hubert, M., and Struyf, A. (2002), "The Deepest Regression Method,"
Journal of Multivariate Analysis, 81, 138-166.
Technical report
- Rousseeuw, P.J., Van Aelst, S., Rambali, B., and Smeyers-Verbeke, J. (2001), "Deepest Regression in Analytical Chemistry,"
Analytica Chimica Acta, 446, 245-256.
Technical report
- Croux, C., Dehon, C., Rousseeuw, P.J., and Van Aelst, S. (2001), "Robust Estimation of the Conditional Median Function at Elliptical Models,"
Statistics & Probability Letters, 51, 361-368.
Technical report
In books
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Hubert, M., Rousseeuw, P.J., Van Aelst, S. (2005),
"Multivariate Outlier Detection and Robustness,"
Handbook of Statistics, Volume 23: Data Mining and Computation in Statistics
(C.R. Rao, E.J. Wegman, J.L. Solka, Eds.), Elsevier, North-Holland, 263-302.
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Hubert, M, Rousseeuw, P.J., and Van Aelst, S. (2004),
"Robustness,"
Encyclopedia of Actuarial Sciences
(J. Teugels, and B. Sundt, Eds.), Wiley, New York, 1515-1529.
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Willems, G., Pison, G., Rousseeuw, P.J., and Van Aelst, S. (2003),
"A Robust Hotelling Test,"
Developments in Robust Statistics
(R. Dutter, P. Filzmoser, U. Gather, and P.J. Rousseeuw, Eds.),
Physica-Verlag: Heidelberg, 417-431.
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Pison, G., Van Aelst, S., and Willems, G. (2003),
"Small Sample Corrections for LTS and MCD,"
Developments in Robust Statistics
(R. Dutter, P. Filzmoser, U. Gather, and P.J. Rousseeuw, Eds.),
Physica-Verlag: Heidelberg, 330-343.
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Van Aelst, S. and Willems, G. (2002)
"Robust Bootstrap for S-Estimators of Multivariate regression,"
Statistical Data Analysis Based on the L1 Norm and Related Methods
(Y. Dodge, Ed.), Basel: Birkhauser, 201-212.
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Hubert, M., Rousseeuw, P.J., and Van Aelst, S. (1999),
"Similarities between location depth and regression depth,"
Statistics in Genetics and in the Envionmental Sciences,
(L.T. Fernholz, S. Morgenthaler, and W.Stahel, Eds.),
Birkhauser Verlag AG, Basel, p 153-162.
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Van Aelst, S., and Rousseeuw, P.J. (1999),
"M-Estimator,"
Encyclopedia of Mathematics, Supplement II, (M. Hazewinkel, Ed.),
Kluwer Academic Publishers, Dordrecht, 328-329.
In proceedings
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Van Aelst, S., Vandervieren, E., and Willems, G. (2010),
"Robust Principal Component Analysis Based on Pairwise Correlation Estimators,"
COMPSTAT 2010: Proceedings in Computational Statistics (Y. Lechevallier and G. Saporta, Eds.) Heidelberg: Physika-Verlag, 1677-1684.
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Van Aelst, S., and Willems, G. (2010),
"Selecting Variables in Two-Group Robust Linear Discriminant Analysis,"
COMPSTAT 2010: Proceedings in Computational Statistics (Y. Lechevallier and G. Saporta, Eds.) Heidelberg: Physika-Verlag, 573-580.
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Van Aelst, S., Khan, J.A., and Zamar, R.H. (2008),
"Fast Robust Variable Selection,"
COMPSTAT 2008: Proceedings in Computational Statistics (P. Brito, Ed.)
Heidelberg: Physika-Verlag, 359-370.
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Roelant, E., Van Aelst, S., and Willems, G. (2008),
"Fast Bootstrap for Robust Hotelling Tests,"
COMPSTAT 2008: Proceedings in Computational Statistics (P. Brito, Ed.)
Heidelberg: Physika-Verlag, 709-719.
R programs
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Pison, G., Van Aelst, S., and Zamar, R.H. (2006),
"A robust linear grouping algorithm ,"
COMPSTAT 2006: Proceedings in Computational Statistics
(A. Rizzi and M. Vichi, Eds.), Heidelberg: Physika-Verlag, 43-53.
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Willems, G., and Van Aelst, S. (2004),
"A Fast Bootstrap Method for the MCD Estimator,"
COMPSTAT 2004: Proceedings in Computational Statistics, (J. Antoch, Ed.)
Heidelberg: Physika-Verlag, 1979-1986.
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Roelant, E., Van Aelst, S., and Willems, G. (2004),
"The Multivariate Least Weighted Squared Distances Estimator,"
COMPSTAT 2004: Proceedings in Computational Statistics, (J. Antoch, Ed.)
Heidelberg: Physika-Verlag, 1693-1700.
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Willems, G., Pison, G., Rousseeuw, P.J., and Van Aelst, S. (2002),
"A Hotelling Test based on MCD,"
COMPSTAT 2002: Proceedings in Computational Statistics, (Wolfgang Hardle and Bernd Ronz, Eds.),
Heidelberg: Physika-Verlag, 117-122.
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Pison G. and Van Aelst, S. (2002), "Analyzing Robust Multivariate Methods with a
Diagnostic Plot,"
COMPSTAT 2002: Proceedings in Computational Statistics
(W. Hardle and B. Ronz, Eds.), Heidelberg: Physika-Verlag, 165-170.
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Willems, G., Pison, G., Rousseeuw, P.J., and Van Aelst, S. (2002),
"A Hotelling Test based on MCD,"
COMPSTAT 2002: Proceedings in Computational Statistics
(W. Hardle and B. Ronz, Eds.), Heidelberg: Physika-Verlag, 117-122.
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Hubert, M., Van Aelst, S., and Rousseeuw, P.J. (2000),
"Applications of Deepest Regression,"
Computing Science and Statistics, 32, 439-446.
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Rousseeuw, P.J., and Van Aelst, S. (2000),
"An Algorithm for Deepest Multiple Regression,"
COMPSTAT 2000: Proceedings in Computational Statistics
(J.G. Bethlehem and P.G.M. van der Heijden, Eds.)
Physica-Verlag, Heidelberg, 139-150.
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Van Aelst, S., Van Driessen, K., and Rousseeuw, P.J. (2000),
"A Robust Method for Multivariate Regression,"
Data Analysis, Classification, and Related Methods (H.A.L. Kiers,
J.-P. Rasson, P.J.F. Groenen, and M. Schader, Eds.), Springer, Berlin, 309-315.
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Rousseeuw, P.J., and Van Aelst, S. (1999),
"Positive-Breakdown Robust Methods in Computer Vision,"
Computing Science and Statistics, 31, 451-460.
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Rousseeuw, P.J., and Van Aelst, S. (1998),
"The Deepest Fit,"
COMPSTAT 1998: Proceedings in Computational Statistics
(R. Payne and P. Green, Eds.) Physica-Verlag, Heidelberg, 437-442.