Citations (90)
Keep up to date with the latest research on this topic with citation updates for this article.
Read on this site (9)
A. Valeria Quevedo & G. Geoffrey Vining. (2023) A non-linear mixed model approach for detecting outlying profiles. Journal of Quality Technology 55:5, pages 550-565.
Read now
Read now
Jakob Raymaekers & Peter J. Rousseeuw. (2023) The Cellwise Minimum Covariance Determinant Estimator. Journal of the American Statistical Association 0:0, pages 1-12.
Read now
Read now
Siti Zahariah & Habshah Midi. (2023) Minimum regularized covariance determinant and principal component analysis-based method for the identification of high leverage points in high dimensional sparse data. Journal of Applied Statistics 50:13, pages 2817-2835.
Read now
Read now
Maoyu Zhang, Yan Song & Wenlin Dai. (2023) Fast Robust Location and Scatter Estimation: A Depth-based Method. Technometrics 0:0, pages 1-14.
Read now
Read now
Andrews T. Anum & Michael Pokojovy. (2023) A hybrid method for density power divergence minimization with application to robust univariate location and scale estimation. Communications in Statistics - Theory and Methods 0:0, pages 1-24.
Read now
Read now
Jan Kalina. (2022) The minimum weighted covariance determinant estimator revisited. Communications in Statistics - Simulation and Computation 51:7, pages 3888-3900.
Read now
Read now
Jakob Raymaekers & Peter J. Rousseeuw. (2021) Fast Robust Correlation for High-Dimensional Data. Technometrics 63:2, pages 184-198.
Read now
Read now
Mia Hubert, Peter J. Rousseeuw & Wannes Van den Bossche. (2019) MacroPCA: An All-in-One PCA Method Allowing for Missing Values as Well as Cellwise and Rowwise Outliers. Technometrics 61:4, pages 459-473.
Read now
Read now
M. A. Di Palma & M. Gallo. (2016) A co-median approach to detect compositional outliers. Journal of Applied Statistics 43:13, pages 2348-2362.
Read now
Read now
Articles from other publishers (81)
Thomas Servotte, Jakob Raymaekers & Tim Verdonck. (2023) Smart initialisation and approximating loss function for robust regression. Information Sciences 651, pages 119715.
Crossref
Crossref
Lucio Barabesi, Andrea Cerioli, Luis Angel García-Escudero & Agustín Mayo-Iscar. (2023) Consistency factor for the MCD estimator at the Student-t distribution. Statistics and Computing 33:6.
Crossref
Crossref
Patricia Puchhammer & Peter Filzmoser. (2023) Spatially smoothed robust covariance estimation for local outlier detection. Journal of Computational and Graphical Statistics, pages 1-30.
Crossref
Crossref
Brenton R. Clarke & Andrew Grose. (2022) A further study comparing forward search multivariate outlier methods including ATLA with an application to clustering. Statistical Papers 64:2, pages 395-420.
Crossref
Crossref
Wei Wang, Yi Zhang, Gengyu Ge, Qin Jiang, Yang Wang & Lihe Hu. (2023) Indoor Point Cloud Segmentation Using a Modified Region Growing Algorithm and Accurate Normal Estimation. IEEE Access 11, pages 42510-42520.
Crossref
Crossref
Rand R. WilcoxRand R. Wilcox. 2023. A Guide to Robust Statistical Methods. A Guide to Robust Statistical Methods
241
263
.
Sanae Borrohou, Rachida Fissoune, Hassan Badir & Mohamed Tabaa. 2023. International Conference on Advanced Intelligent Systems for Sustainable Development. International Conference on Advanced Intelligent Systems for Sustainable Development
627
638
.
Ondřej Bábek, Kamila Fačevicová, Martin Žídek, Jan Sedláček, Christoph Muehlmann, Klaus Nordhausen & Karel Hron. (2022) X-ray fluorescence scanning of soft and wet-sediment cores in terrestrial environments; A robust blind source separation approach. Journal of Geochemical Exploration 243, pages 107106.
Crossref
Crossref
Hamid Daghigh, Dwayne D. Tannant, Vahid Daghigh, Derek D. Lichti & Roderik Lindenbergh. (2022) A critical review of discontinuity plane extraction from 3D point cloud data of rock mass surfaces. Computers & Geosciences 169, pages 105241.
Crossref
Crossref
Jan Kalina & Jan Tichavský. (2021) The minimum weighted covariance determinant estimator for high-dimensional data. Advances in Data Analysis and Classification 16:4, pages 977-999.
Crossref
Crossref
Kristina K. Gagalova, René L. Warren, Lauren Coombe, Johnathan Wong, Ka Ming Nip, Macaire Man Saint Yuen, Justin G. A. Whitehill, Jose M. Celedon, Carol Ritland, Greg A. Taylor, Dean Cheng, Patrick Plettner, S. Austin Hammond, Hamid Mohamadi, Yongjun Zhao, Richard A. Moore, Andrew J. Mungall, Brian Boyle, Jérôme Laroche, Joan Cottrell, John J. Mackay, Manuel Lamothe, Sébastien Gérardi, Nathalie Isabel, Nathalie Pavy, Steven J. M. Jones, Joerg Bohlmann, Jean Bousquet & Inanc Birol. (2022) Spruce giga‐genomes: structurally similar yet distinctive with differentially expanding gene families and rapidly evolving genes. The Plant Journal 111:5, pages 1469-1485.
Crossref
Crossref
Ali S. Hadi. (2022) A new distance between multivariate clusters of varying locations, elliptical shapes, and directions. Pattern Recognition 129, pages 108780.
Crossref
Crossref
Michael Pokojovy & J. Marcus Jobe. (2022) A robust deterministic affine-equivariant algorithm for multivariate location and scatter. Computational Statistics & Data Analysis 172, pages 107475.
Crossref
Crossref
Bulent Tutmez. (2022) Minimum covariance determinant-based bootstrapping for appraising air passenger arrival data. Journal of Engineering Management and Competitiveness 12:2, pages 176-185.
Crossref
Crossref
. 2022. Introduction to Robust Estimation and Hypothesis Testing. Introduction to Robust Estimation and Hypothesis Testing
827
884
.
Rand R. Wilcox. 2022. Introduction to Robust Estimation and Hypothesis Testing. Introduction to Robust Estimation and Hypothesis Testing
253
350
.
Abhik Ghosh, Rita SahaRay, Sayan Chakrabarty & Sayan Bhadra. (2021) Robust generalised quadratic discriminant analysis. Pattern Recognition 117, pages 107981.
Crossref
Crossref
L.A. García-Escudero, D. Rivera-García, A. Mayo-Iscar & J. Ortega. (2021) Cluster analysis with cellwise trimming and applications for the robust clustering of curves. Information Sciences 573, pages 100-124.
Crossref
Crossref
Joachim Schreurs, Iwein Vranckx, Mia Hubert, Johan A. K. Suykens & Peter J. Rousseeuw. (2021) Outlier detection in non-elliptical data by kernel MRCD. Statistics and Computing 31:5.
Crossref
Crossref
Christian Garciga & Randal Verbrugge. (2021) Robust covariance matrix estimation and identification of unusual data points: New tools. Research in Economics 75:2, pages 176-202.
Crossref
Crossref
Alba González-Cebrián, Francisco Arteaga, Abel Folch-Fortuny & Alberto Ferrer. (2021) How to simulate outliers with the desired properties. Chemometrics and Intelligent Laboratory Systems 212, pages 104301.
Crossref
Crossref
Iwein Vranckx, Jakob Raymaekers, Bart De Ketelaere, Peter J. Rousseeuw & Mia Hubert. (2021) Real-time discriminant analysis in the presence of label and measurement noise. Chemometrics and Intelligent Laboratory Systems 208, pages 104197.
Crossref
Crossref
Kris Boudt, Valentin Todorov & Wenjing Wang. (2020) Robust Distribution-Based Winsorization in Composite Indicators Construction. Social Indicators Research 149:2, pages 375-397.
Crossref
Crossref
A. Ginau, D. Steiniger, R. Hartmann, U. Hartung, R. Schiestl, M. Altmeyer, M. Seeliger & J. Wunderlich. (2020) What settlements leave behind — pXRF compositional data analysis of archaeological layers from Tell el-Fara'in (Buto, Egypt) using machine learning. Palaeogeography, Palaeoclimatology, Palaeoecology 546, pages 109666.
Crossref
Crossref
Muhammad Ahsan, Muhammad Mashuri, Muhammad Hisyam Lee, Heri Kuswanto & Dedy Dwi Prastyo. (2020) Robust adaptive multivariate Hotelling's T2 control chart based on kernel density estimation for intrusion detection system. Expert Systems with Applications 145, pages 113105.
Crossref
Crossref
Bart De Ketelaere, Mia Hubert, Jakob Raymaekers, Peter J. Rousseeuw & Iwein Vranckx. (2020) Real-time outlier detection for large datasets by RT-DetMCD. Chemometrics and Intelligent Laboratory Systems 199, pages 103957.
Crossref
Crossref
Kris Boudt, Peter J. Rousseeuw, Steven Vanduffel & Tim Verdonck. (2019) The minimum regularized covariance determinant estimator. Statistics and Computing 30:1, pages 113-128.
Crossref
Crossref
Dedi Rosadi, Ezra Putranda Setiawan, Matthias Templ & Peter Filzmoser. (2020) Robust covariance estimators for mean-variance portfolio optimization with transaction lots. Operations Research Perspectives 7, pages 100154.
Crossref
Crossref
Mia Hubert. 2020. Comprehensive Chemometrics. Comprehensive Chemometrics
107
122
.
Arun Pandey, Joachim Schreurs & Johan A. K. Suykens. 2020. Machine Learning, Optimization, and Data Science. Machine Learning, Optimization, and Data Science
613
624
.
Zahra Hadavandsiri, Derek D. Lichti, Adam Jahraus & David Jarron. (2019) Concrete Preliminary Damage Inspection by Classification of Terrestrial Laser Scanner Point Clouds through Systematic Threshold Definition. ISPRS International Journal of Geo-Information 8:12, pages 585.
Crossref
Crossref
Lin Cao, Kun Liu, Xin Shen, Xiangqian Wu & Hao Liu. (2019) Estimation of Forest Structural Parameters Using UAV-LiDAR Data and a Process-Based Model in Ginkgo Planted Forests. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 12:11, pages 4175-4190.
Crossref
Crossref
Runze Wan, Lixin Ding, Naixue Xiong & Xing Zhou. (2019) Mitigation strategy against spectrum-sensing data falsification attack in cognitive radio sensor networks. International Journal of Distributed Sensor Networks 15:9, pages 155014771987064.
Crossref
Crossref
A Platz & U Weckmann. (2019) An automated new pre-selection tool for noisy Magnetotelluric data using the Mahalanobis distance and magnetic field constraints. Geophysical Journal International 218:3, pages 1853-1872.
Crossref
Crossref
Claudio Agostinelli & Luca Greco. (2018) Weighted likelihood estimation of multivariate location and scatter. TEST 28:3, pages 756-784.
Crossref
Crossref
Kimberley Marie Kendall, Elliott Rees, Matthew Bracher-Smith, Sophie Legge, Lucy Riglin, Stanley Zammit, Michael Conlon O’Donovan, Michael John Owen, Ian Jones, George Kirov & James Tynan Rhys Walters. (2019) Association of Rare Copy Number Variants With Risk of Depression. JAMA Psychiatry 76:8, pages 818.
Crossref
Crossref
Reza Maalek, Derek D. Lichti, Ryan Walker, Adam Bhavnani & Janaka Y. Ruwanpura. (2019) Extraction of pipes and flanges from point clouds for automated verification of pre-fabricated modules in oil and gas refinery projects. Automation in Construction 103, pages 150-167.
Crossref
Crossref
Carlos Trucíos, Luiz K. Hotta & Pedro L. Valls Pereira. (2019) On the robustness of the principal volatility components. Journal of Empirical Finance 52, pages 201-219.
Crossref
Crossref
Holger Cevallos-Valdiviezo & Stefan Van Aelst. (2019) Fast computation of robust subspace estimators. Computational Statistics & Data Analysis 134, pages 171-185.
Crossref
Crossref
Carlos Trucíos, Mauricio Zevallos, Luiz K. Hotta & André A. P. Santos. (2019) Covariance Prediction in Large Portfolio Allocation. Econometrics 7:2, pages 19.
Crossref
Crossref
Amir Hossein Poorjam, Max A. Little, Jesper Rindom Jensen & Mads Grasboll Christensen. (2019) Quality Control in Remote Speech Data Collection. IEEE Journal of Selected Topics in Signal Processing 13:2, pages 236-243.
Crossref
Crossref
Abdul Nurunnabi, Yukio Sadahiro, Roderik Lindenbergh & David Belton. (2019) Robust cylinder fitting in laser scanning point cloud data. Measurement 138, pages 632-651.
Crossref
Crossref
Jakob Raymaekers & Peter Rousseeuw. (2019) A generalized spatial sign covariance matrix. Journal of Multivariate Analysis 171, pages 94-111.
Crossref
Crossref
Kun Liu, Xin Shen, Lin Cao, Guibin Wang & Fuliang Cao. (2018) Estimating forest structural attributes using UAV-LiDAR data in Ginkgo plantations. ISPRS Journal of Photogrammetry and Remote Sensing 146, pages 465-482.
Crossref
Crossref
Jakob Raymaekers, Peter J. Rousseeuw & Iwein Vranckx. (2018) Discussion of “The power of monitoring: how to make the most of a contaminated multivariate sample”. Statistical Methods & Applications 27:4, pages 589-594.
Crossref
Crossref
Stephane Heritier & Maria-Pia Victoria-Feser. (2017) Discussion of “The power of monitoring: how to make the most of a contaminated multivariate sample” by Andrea Cerioli, Marco Riani, Anthony C. Atkinson and Aldo Corbellini. Statistical Methods & Applications 27:4, pages 595-602.
Crossref
Crossref
Richard E. Danielson, Johnny A. Johannessen, Graham D. Quartly, Marie-Hélène Rio, Bertrand Chapron, Fabrice Collard & Craig Donlon. (2018) Exploitation of error correlation in a large analysis validation: GlobCurrent case study. Remote Sensing of Environment 217, pages 476-490.
Crossref
Crossref
. 2018. Fundamental Statistical Inference. Fundamental Statistical Inference
537
560
.
Brenton R. Clarke. 2018. Robustness Theory and Application. Robustness Theory and Application
195
209
.
Mia Hubert, Michiel Debruyne & Peter J. Rousseeuw. (2017) Minimum covariance determinant and extensions. WIREs Computational Statistics 10:3.
Crossref
Crossref
Reza Maalek, Derek Lichti & Janaka Ruwanpura. (2018) Robust Segmentation of Planar and Linear Features of Terrestrial Laser Scanner Point Clouds Acquired from Construction Sites. Sensors 18:3, pages 819.
Crossref
Crossref
Peter J. Rousseeuw & Mia Hubert. (2017) Anomaly detection by robust statistics. WIREs Data Mining and Knowledge Discovery 8:2.
Crossref
Crossref
A. Bentamy, J.F. Piollé, A. Grouazel, R. Danielson, S. Gulev, F. Paul, H. Azelmat, P.P. Mathieu, K. von Schuckmann, S. Sathyendranath, H. Evers-King, I. Esau, J.A. Johannessen, C.A. Clayson, R.T. Pinker, S.A. Grodsky, M. Bourassa, S.R. Smith, K. Haines, M. Valdivieso, C.J. Merchant, B. Chapron, A. Anderson, R. Hollmann & S.A. Josey. (2017) Review and assessment of latent and sensible heat flux accuracy over the global oceans. Remote Sensing of Environment 201, pages 196-218.
Crossref
Crossref
Fengmin Yu, Liming Liu, Liying Jin, Nanxiang Yu & Hua Shang. (2017) A method for detecting outliers in functional data. A method for detecting outliers in functional data.
Marco Gambacciani & Marc S. Paolella. (2017) Robust normal mixtures for financial portfolio allocation. Econometrics and Statistics 3, pages 91-111.
Crossref
Crossref
Jaafar AlMutawa. (2017) Diagnostics subspace identification method of linear state‐space model with observation outliers. IET Signal Processing 11:1, pages 73-79.
Crossref
Crossref
Mufda Jameel Alrawashdeh & Taha Radwan. Wilk’s lambda based on robust method. Wilk’s lambda based on robust method.
. 2017. Introduction to Robust Estimation and Hypothesis Testing. Introduction to Robust Estimation and Hypothesis Testing
741
777
.
Rand Wilcox. 2017. Introduction to Robust Estimation and Hypothesis Testing. Introduction to Robust Estimation and Hypothesis Testing
235
318
.
Przemysław Jaśko & Daniel Kosiorowski. (2016) Conditional Covariance Prediction in Portfolio Analysis Using MCD and PCS Robust Multivariate Scatter Estimators. Przegląd Statystyczny 63:2, pages 149-172.
Crossref
Crossref
Kwangil Ro, Changliang Zou, Zhaojun Wang & Guosheng Yin. (2015) Outlier detection for high-dimensional data. Biometrika 102:3, pages 589-599.
Crossref
Crossref
Stefan Van Aelst. (2015) Comments on: Robust estimation of multivariate location and scatter in the presence of cellwise and casewise contamination. TEST 24:3, pages 478-481.
Crossref
Crossref
Peter J. Rousseeuw & Wannes Van den Bossche. (2015) Comments on: Robust estimation of multivariate location and scatter in the presence of cellwise and casewise contamination. TEST 24:3, pages 473-477.
Crossref
Crossref
J.W. Kim & B.H. Lee. (2015) Compact and information loss‐bounded estimation of Gaussian mixture model for 3D spatial representation. Electronics Letters 51:17, pages 1324-1326.
Crossref
Crossref
Hong Choon Ong & Ekele Alih. (2015) A Control Chart Based on Cluster-Regression Adjustment for Retrospective Monitoring of Individual Characteristics. PLOS ONE 10:4, pages e0125835.
Crossref
Crossref
Mia Hubert, Peter Rousseeuw, Dina Vanpaemel & Tim Verdonck. (2015) The DetS and DetMM estimators for multivariate location and scatter. Computational Statistics & Data Analysis 81, pages 64-75.
Crossref
Crossref
Abdul Nurunnabi, David Belton & Geoff West. (2014) Robust statistical approaches for local planar surface fitting in 3D laser scanning data. ISPRS Journal of Photogrammetry and Remote Sensing 96, pages 106-122.
Crossref
Crossref
Osman Salem, Yaning Liu, Ahmed Mehaoua & Raouf Boutaba. (2014) Online Anomaly Detection in Wireless Body Area Networks for Reliable Healthcare Monitoring. IEEE Journal of Biomedical and Health Informatics 18:5, pages 1541-1551.
Crossref
Crossref
Osman Salem, Yaning Liu & Ahmed Mehaoua. (2014) Anomaly detection in medical WSNs using enclosing ellipse and chi-square distance. Anomaly detection in medical WSNs using enclosing ellipse and chi-square distance.
Marco Riani, Andrea Cerioli & Francesca Torti. (2014) On consistency factors and efficiency of robust S-estimators. TEST 23:2, pages 356-387.
Crossref
Crossref
Andrea Cerioli, Alessio Farcomeni & Marco Riani. (2014) Strong consistency and robustness of the Forward Search estimator of multivariate location and scatter. Journal of Multivariate Analysis 126, pages 167-183.
Crossref
Crossref
Abdul Nurunnabi, David Belton & Geoff West. (2014) Diagnostics based principal component analysis for robust plane fitting in laser data. Diagnostics based principal component analysis for robust plane fitting in laser data.
M. Hubert, P. Rousseeuw & K. Vakili. (2013) Shape bias of robust covariance estimators: an empirical study. Statistical Papers 55:1, pages 15-28.
Crossref
Crossref
Osman Salem, Yaning Liu & Ahmed Mehaoua. (2013) Anomaly Detection in Medical Wireless Sensor Networks. Journal of Computing Science and Engineering 7:4, pages 272-284.
Crossref
Crossref
Jaafar Almutawa. (2013) Stochastic subspace identification of linear systems with observation outliers. Stochastic subspace identification of linear systems with observation outliers.
Peter Rousseeuw & Mia Hubert. 2013. Robustness and Complex Data Structures. Robustness and Complex Data Structures
49
66
.
Kris Boudt, Valentin Todorov & Wenjing Wang. (2018) Robust Composite Indicators. SSRN Electronic Journal.
Crossref
Crossref
Carlos César Trucíos Maza, Mauricio Zevallos, Luiz Koodi Hotta & André Santos. (2018) Covariance Prediction in Large Portfolio Allocation. SSRN Electronic Journal.
Crossref
Crossref
Carlos CCsar Truccos Maza, Luiz Koodi Hotta & Pedro L. Valls Pereira. (2018) On the Robustness of the Principal Volatility Components. SSRN Electronic Journal.
Crossref
Crossref
Kris Boudt, Peter Rousseeuw, Steven Vanduffel & Tim Verdonck. (2017) The Minimum Regularized Covariance Determinant Estimator. SSRN Electronic Journal.
Crossref
Crossref
Eric Blankmeyer. (2013) Robust Regression When the True R2 is Mediocre. SSRN Electronic Journal.
Crossref
Crossref