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Mia Hubert - Publications

Affiliations: 
Universiteit Antwerpen (Belgium) 
Area:
Statistics
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75 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2021 Riani M, Hubert M. Editorial, special issue on "Advances in Robust Statistics". Metron. 1-5. PMID 34219810 DOI: 10.1007/s40300-021-00213-w  0.409
2021 Riani M, Hubert M. Editorial, special issue on "Advances in Robust Statistics". Metron. 1-5. PMID 34219810 DOI: 10.1007/s40300-021-00213-w  0.409
2020 De Ketelaere B, Hubert M, Raymaekers J, Rousseeuw PJ, Vranckx I. Real-time outlier detection for large datasets by RT-DetMCD Chemometrics and Intelligent Laboratory Systems. 199: 103957. DOI: 10.1016/J.Chemolab.2020.103957  0.487
2019 Hubert M, Rousseeuw PJ, Van den Bossche W. MacroPCA: An All-in-One PCA Method Allowing for Missing Values as Well as Cellwise and Rowwise Outliers Technometrics. 61: 459-473. DOI: 10.1080/00401706.2018.1562989  0.441
2019 Rousseeuw P, Perrotta D, Riani M, Hubert M. Robust Monitoring of Time Series with Application to Fraud Detection Econometrics and Statistics. 9: 108-121. DOI: 10.1016/J.Ecosta.2018.05.001  0.353
2018 Rousseeuw PJ, Raymaekers J, Hubert M. A Measure of Directional Outlyingness With Applications to Image Data and Video Journal of Computational and Graphical Statistics. 27: 345-359. DOI: 10.1080/10618600.2017.1366912  0.417
2017 Rousseeuw PJ, Hubert M. Anomaly detection by robust statistics Wires Data Mining and Knowledge Discovery. 8. DOI: 10.1002/Widm.1236  0.53
2017 Hubert M, Debruyne M, Rousseeuw PJ. Minimum covariance determinant and extensions Wires Computational Statistics. 10. DOI: 10.1002/Wics.1421  0.551
2017 Hubert M, Verdonck T, Yorulmaz Ö. Fast robust SUR with economical and actuarial applications Statistical Analysis and Data Mining. 10: 77-88. DOI: 10.1002/Sam.11313  0.505
2016 Engelen S, Hubert M, Branden KV. A Comparison of Three Procedures for Robust PCA in High Dimensions Austrian Journal of Statistics. 34: 117-126. DOI: 10.17713/Ajs.V34I2.405  0.48
2016 Ketelaere BD, Rato T, Schmitt E, Hubert M. Statistical process monitoring of time-dependent data Quality Engineering. 28: 127-142. DOI: 10.1080/08982112.2015.1100474  0.325
2016 Hubert M, Reynkens T, Schmitt E, Verdonck T. Sparse PCA for High-Dimensional Data With Outliers. Technometrics. 58: 424-434. DOI: 10.1080/00401706.2015.1093962  0.482
2016 Hubert M, Rousseeuw P, Segaert P. Multivariate and functional classification using depth and distance Advances in Data Analysis and Classification. 11: 445-466. DOI: 10.1007/S11634-016-0269-3  0.468
2016 Plevka V, Segaert P, Tampère CMJ, Hubert M. Analysis of travel activity determinants using robust statistics Transportation. 43: 979-996. DOI: 10.1007/S11116-016-9718-2  0.447
2016 Schmitt E, Rato T, De ketelaere B, Reis M, Hubert M. Parameter selection guidelines for adaptive PCA-based control charts Journal of Chemometrics. DOI: 10.1002/Cem.2783  0.397
2016 Rato T, Reis M, Schmitt E, Hubert M, De Ketelaere B. A systematic comparison of PCA-based Statistical Process Monitoring methods for high-dimensional, time-dependent Processes Aiche Journal. DOI: 10.1002/Aic.15062  0.478
2015 Ketelaere BD, Hubert M, Schmitt E. Overview of PCA-Based Statistical Process-Monitoring Methods for Time-Dependent, High-Dimensional Data Journal of Quality Technology. 47: 318-335. DOI: 10.1080/00224065.2015.11918137  0.49
2015 Hubert M, Rousseeuw P, Vanpaemel D, Verdonck T. The DetS and DetMM estimators for multivariate location and scatter Computational Statistics & Data Analysis. 81: 64-75. DOI: 10.1016/J.Csda.2014.07.013  0.454
2015 Hubert M, Rousseeuw PJ, Segaert P. Multivariate functional outlier detection Statistical Methods and Applications. 24: 177-202. DOI: 10.1007/S10260-015-0297-8  0.393
2014 Claeskens G, Hubert M, Slaets L, Vakili K. Multivariate functional halfspace depth Journal of the American Statistical Association. 109: 411-423. DOI: 10.1080/01621459.2013.856795  0.365
2014 Hubert M, Rousseeuw P, Vakili K. Shape bias of robust covariance estimators: An empirical study Statistical Papers. 55: 15-28. DOI: 10.1007/s00362-013-0544-8  0.39
2013 Hubert M, Dierckx G, Vanpaemel D. Detecting influential data points for the Hill estimator in Pareto-type distributions Computational Statistics and Data Analysis. 65: 13-28. DOI: 10.1016/J.Csda.2012.07.011  0.461
2013 Ceulemans E, Hubert M, Rousseeuw P. Robust multilevel simultaneous component analysis Chemometrics and Intelligent Laboratory Systems. 129: 33-39. DOI: 10.1016/J.Chemolab.2013.06.016  0.494
2013 Hubert M, Gijbels I, Vanpaemel D. Reducing the mean squared error of quantile-based estimators by smoothing Test. 22: 448-465. DOI: 10.1007/S11749-012-0293-3  0.522
2013 Rousseeuw P, Hubert M. High-breakdown estimators of multivariate location and scatter Robustness and Complex Data Structures: Festschrift in Honour of Ursula Gather. 49-66. DOI: 10.1007/978-3-642-35494-6_4  0.363
2012 Hubert M, Rousseeuw PJ, Verdonck T. A deterministic algorithm for robust location and scatter Journal of Computational and Graphical Statistics. 21: 618-637. DOI: 10.1080/10618600.2012.672100  0.42
2012 Fung WK, He X, Hubert M, Portnoy S, Wang HJ. Editorial for the special issue on quantile regression and semiparametric methods Computational Statistics and Data Analysis. 56: 753-754. DOI: 10.1016/J.Csda.2011.12.012  0.448
2012 Hubert M, Van Kerckhoven J, Verdonck T. Robust PARAFAC for incomplete data Journal of Chemometrics. 26: 290-298. DOI: 10.1002/Cem.2452  0.532
2012 Verboven S, Hubert M, Goos P. Robust preprocessing and model selection for spectral data Journal of Chemometrics. 26: 282-289. DOI: 10.1002/Cem.2446  0.757
2011 Engelen S, Hubert M. Detecting outlying samples in a parallel factor analysis model. Analytica Chimica Acta. 705: 155-65. PMID 21962358 DOI: 10.1016/J.Aca.2011.04.043  0.539
2011 Hubert M. Multivariate Nonparametric Methods with R. An Approach Based on Spatial Signs and Ranks by OJA, H Biometrics. 67: 1674-1675. DOI: 10.1111/J.1541-0420.2011.01702.X  0.321
2011 Rousseeuw PJ, Hubert M. Robust statistics for outlier detection Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery. 1: 73-79. DOI: 10.1002/Widm.2  0.543
2010 Debruyne M, Christmann A, Hubert M, Suykens JAK. Robustness of reweighted Least Squares Kernel Based Regression Journal of Multivariate Analysis. 101: 447-463. DOI: 10.1016/J.Jmva.2009.09.007  0.456
2010 Debruyne M, Hubert M, Van Horebeek J. Detecting influential observations in Kernel PCA Computational Statistics and Data Analysis. 54: 3007-3019. DOI: 10.1016/J.Csda.2009.08.018  0.433
2010 Gijbels I, Hubert M. Robust and Nonparametric Statistical Methods Comprehensive Chemometrics. 1: 189-211. DOI: 10.1016/B978-044452701-1.00093-4  0.438
2010 Hubert M. Robust Calibration Comprehensive Chemometrics. 3: 315-343. DOI: 10.1016/B978-044452701-1.00080-6  0.53
2010 Hubert M, van der Veeken S. Robust classification for skewed data Advances in Data Analysis and Classification. 4: 239-254. DOI: 10.1007/S11634-010-0066-3  0.493
2010 Verboven S, Hubert M. MATLAB library LIBRA Wiley Interdisciplinary Reviews: Computational Statistics. 2: 509-515. DOI: 10.1002/Wics.96  0.786
2010 Hubert M, Debruyne M. Minimum covariance determinant Wiley Interdisciplinary Reviews: Computational Statistics. 2: 36-43. DOI: 10.1002/Wics.61  0.506
2009 Debruyne M, Hubert M. The influence function of the Stahel-Donoho covariance estimator of smallest outlyingness Statistics and Probability Letters. 79: 275-282. DOI: 10.1016/J.Spl.2008.08.006  0.482
2009 Hubert M, Rousseeuw P, Verdonck T. Robust PCA for skewed data and its outlier map Computational Statistics & Data Analysis. 53: 2264-2274. DOI: 10.1016/J.Csda.2008.05.027  0.516
2008 Hubert M, Rousseeuw PJ, Van Aelst S. High-breakdown robust multivariate methods Statistical Science. 23: 92-119. DOI: 10.1214/088342307000000087  0.58
2008 Hubert M. Data Depth: Robust Multivariate Analysis, Computational Geometry and Applications by Liu, R., Serfling, R., and Souvaine, D. L. Biometrics. 64: 655-656. DOI: 10.1111/J.1541-0420.2008.01026_6.X  0.302
2008 Hubert M, Vandervieren E. An adjusted boxplot for skewed distributions Computational Statistics and Data Analysis. 52: 5186-5201. DOI: 10.1016/J.Csda.2007.11.008  0.429
2008 Debruyne M, Hubert M, Portnoy S, Vanden Branden K. Censored depth quantiles Computational Statistics and Data Analysis. 52: 1604-1614. DOI: 10.1016/J.Csda.2007.05.004  0.531
2008 Brys G, Hubert M, Struyf A. Goodness-of-fit tests based on a robust measure of skewness Computational Statistics. 23: 429-442. DOI: 10.1007/S00180-007-0083-7  0.338
2008 Hubert M, Van Der Veeken S. Outlier detection for skewed data Journal of Chemometrics. 22: 235-246. DOI: 10.1002/Cem.1123  0.507
2007 Vandewalle B, Beirlant J, Christmann A, Hubert M. A robust estimator for the tail index of Pareto-type distributions Computational Statistics & Data Analysis. 51: 6252-6268. DOI: 10.1016/J.Csda.2007.01.003  0.487
2007 Christmann A, Steinwart I, Hubert M. Robust learning from bites for data mining Computational Statistics and Data Analysis. 52: 347-361. DOI: 10.1016/J.Csda.2006.12.009  0.513
2007 Hubert M, Engelen S. Fast cross-validation of high-breakdown resampling methods for PCA Computational Statistics and Data Analysis. 51: 5013-5024. DOI: 10.1016/J.Csda.2006.08.031  0.567
2007 Engelen S, Møller SF, Hubert M. Automatically identifying scatter in fluorescence data using robust techniques Chemometrics and Intelligent Laboratory Systems. 86: 35-51. DOI: 10.1016/J.Chemolab.2006.08.001  0.33
2006 Rousseeuw PJ, Debruyne M, Engelen S, Hubert M. Robustness and outlier detection in chemometrics Critical Reviews in Analytical Chemistry. 36: 221-242. DOI: 10.1080/10408340600969403  0.564
2006 Brys G, Hubert M, Struyf A. Robust measures of tail weight Computational Statistics and Data Analysis. 50: 733-759. DOI: 10.1016/J.Csda.2004.09.012  0.373
2006 Hubert MH, Wijekoon P. Improvement of the Liu estimator in linear regression model Statistical Papers. 47: 471-479. DOI: 10.1007/s00362-006-0300-4  0.321
2005 Hubert M, Rousseeuw PJ, Vanden Branden K. ROBPCA: A new approach to robust principal component analysis Technometrics. 47: 64-79. DOI: 10.1198/004017004000000563  0.541
2005 Branden KV, Hubert M. Robust classification in high dimensions based on the SIMCA Method Chemometrics and Intelligent Laboratory Systems. 79: 10-21. DOI: 10.1016/J.Chemolab.2005.03.002  0.561
2005 Verboven S, Hubert M. LIBRA: A MATLAB library for robust analysis Chemometrics and Intelligent Laboratory Systems. 75: 127-136. DOI: 10.1016/J.Chemolab.2004.06.003  0.784
2005 Engelen S, Hubert M. Fast model selection for robust calibration methods Analytica Chimica Acta. 544: 219-228. DOI: 10.1016/J.Aca.2005.01.015  0.541
2005 Brys G, Hubert M, Rousseeuw PJ. A robustification of independent component analysis Journal of Chemometrics. 19: 364-375. DOI: 10.1002/Cem.940  0.537
2004 Hubert M, Engelen S. Robust PCA and classification in biosciences. Bioinformatics (Oxford, England). 20: 1728-36. PMID 14988110 DOI: 10.1093/Bioinformatics/Bth158  0.502
2004 Brys G, Hubert M, Struyf A. A robust measure of skewness Journal of Computational and Graphical Statistics. 13: 996-1017. DOI: 10.1198/106186004X12632  0.415
2004 Hubert M, Rousseeuw PJ, Van Aelst S. Multivariate Outlier Detection and Robustness Handbook of Statistics. 24: 263-302. DOI: 10.1016/S0169-7161(04)24010-X  0.595
2004 Hubert M, Van Driessen K. Fast and robust discriminant analysis Computational Statistics and Data Analysis. 45: 301-320. DOI: 10.1016/S0167-9473(02)00299-2  0.54
2004 Branden KV, Hubert M. Robustness properties of a robust partial least squares regression method Analytica Chimica Acta. 515: 229-241. DOI: 10.1016/J.Aca.2004.01.004  0.546
2003 Hubert M, Vanden Branden K. Robust methods for partial least squares regression Journal of Chemometrics. 17: 537-549. DOI: 10.1002/Cem.822  0.568
2003 Hubert M, Verboven S. A robust PCR method for high-dimensional regressors Journal of Chemometrics. 17: 438-452. DOI: 10.1002/Cem.783  0.787
2002 Hubert M, Rousseeuw PJ, Verboven S. A fast method for robust principal components with applications to chemometrics Chemometrics and Intelligent Laboratory Systems. 60: 101-111. DOI: 10.1016/S0169-7439(01)00188-5  0.764
2002 Van Aelst S, Rousseeuw PJ, Hubert M, Struyf A. The deepest regression method Journal of Multivariate Analysis. 81: 138-166. DOI: 10.1006/Jmva.2001.1997  0.524
1999 Rousseeuw PJ, Aelst SV, Hubert M. Regression Depth: Rejoinder Journal of the American Statistical Association. 94: 419. DOI: 10.2307/2670163  0.339
1998 Hubert M, Rousseeuw PJ. The Catline for Deep Regression Journal of Multivariate Analysis. 66: 270-296. DOI: 10.1006/Jmva.1998.1751  0.482
1997 Hubert M, Rousseeuw PJ. Robust regression with both continuous and binary regressors Journal of Statistical Planning and Inference. 57: 153-163. DOI: 10.1016/S0378-3758(96)00041-9  0.548
1997 Struyf A, Hubert M, Rousseeuw PJ. Integrating robust clustering techniques in S-PLUS Computational Statistics and Data Analysis. 26: 17-37. DOI: 10.1016/S0167-9473(97)00020-0  0.342
1997 Hubert M. The breakdown value of the L1 estimator in contingency tables Statistics & Probability Letters. 33: 419-425. DOI: 10.1016/S0167-7152(96)00156-3  0.388
1996 Struyf A, Hubert M, Rousseeuw PJ. Clustering in an object-oriented environment Journal of Statistical Software. 1: 1-30. DOI: 10.18637/Jss.V001.I04  0.331
1996 Rousseeuw PJ, Hubert M. Regression-free and robust estimation of scale for bivariate data Computational Statistics and Data Analysis. 21: 67-85. DOI: 10.1016/0167-9473(95)00004-6  0.461
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