Peter Rousseeuw
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Belgian statistician
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Mathematics
Why Is Peter Rousseeuw Influential?
(Suggest an Edit or Addition)According to Wikipedia, Peter J. Rousseeuw is a statistician known for his work on robust statistics and cluster analysis. He obtained his PhD in 1981 at the Vrije Universiteit Brussel, following research carried out at the ETH in Zurich, which led to a book on influence functions. Later he was professor at the Delft University of Technology, The Netherlands, at the University of Fribourg, Switzerland, and at the University of Antwerp, Belgium. Next he was a senior researcher at Renaissance Technologies. He then returned to Belgium as professor at KU Leuven, until becoming emeritus in 2022. His former PhD students include Annick Leroy, Hendrik Lopuhaä, Geert Molenberghs, Christophe Croux, Mia Hubert, Stefan Van Aelst, Tim Verdonck and Jakob Raymaekers.
Peter Rousseeuw's Published Works
Number of citations in a given year to any of this author's works
Total number of citations to an author for the works they published in a given year. This highlights publication of the most important work(s) by the author
Published Works
- Silhouettes: a graphical aid to the interpretation and validation of cluster analysis (1987) (13407)
- Finding Groups in Data: An Introduction to Cluster Analysis (1991) (10619)
- Robust Regression and Outlier Detection (2005) (8214)
- Least Median of Squares Regression (1984) (3717)
- Robust statistics: the approach based on influence functions (1986) (2433)
- A Fast Algorithm for the Minimum Covariance Determinant Estimator (1999) (2391)
- Wiley Series in Probability and Mathematical Statistics (2005) (1867)
- Alternatives to the Median Absolute Deviation (1993) (1864)
- Clustering by means of medoids (1987) (1571)
- Unmasking Multivariate Outliers and Leverage Points (1990) (1483)
- Multivariate estimation with high breakdown point (1985) (1143)
- ROBUST REGRESSION BY MEANS OF S-ESTIMATORS (1984) (957)
- ROBPCA: A New Approach to Robust Principal Component Analysis (2005) (930)
- Computing LTS Regression for Large Data Sets (2005) (566)
- The Bagplot: A Bivariate Boxplot (1999) (539)
- Robust statistics for outlier detection (2011) (499)
- Breakdown Points of Affine Equivariant Estimators of Multivariate Location and Covariance Matrices (1991) (438)
- Partitioning Around Medoids (Program PAM) (2008) (427)
- Clustering in an object-oriented environment (1997) (394)
- High-Breakdown Robust Multivariate Methods (2008) (340)
- Computing depth contours of bivariate point clouds (1996) (294)
- Inflation, Relative Prices and Nominal Rigidities (2002) (240)
- A fast method for robust principal components with applications to chemometrics (2002) (233)
- Computing location depth and regression depth in higher dimensions (1998) (208)
- Comparative analysis of more than 3000 sequences reveals the existence of two pseudoknots in area V4 of eukaryotic small subunit ribosomal RNA. (2000) (208)
- Robust Regression & Outlier Detection (1988) (199)
- Robust state estimation based on projection statistics [of power systems] (1996) (182)
- Robust factor analysis (2003) (181)
- Robust state estimation based on projection statistics (1996) (181)
- Integrating robust clustering techniques in S-PLUS (1997) (179)
- Faster k-Medoids Clustering: Improving the PAM, CLARA, and CLARANS Algorithms (2018) (175)
- Bivariate location depth (1996) (173)
- Regression depth. Commentaries. Rejoinder (1999) (171)
- Multivariate functional outlier detection (2015) (169)
- WORKING PAPERS - RESEARCH SERIES INFLATION, RELATIVE PRICES AND NOMINAL RIGIDITIES (2002) (166)
- Least median of squares estimation in power systems (1991) (163)
- Time-Efficient Algorithms for Two Highly Robust Estimators of Scale (1992) (160)
- Unmasking Multivariate Outliers and Leverage Points: Comment (1990) (154)
- Least median of squares: a robust method for outlier and model error detection in regression and calibration (1986) (152)
- Transformation of non positive semidefinite correlation matrices (1993) (152)
- Econometric Applications of High-Breakdown Robust Regression Techniques (2017) (149)
- Minimum volume ellipsoid (2009) (141)
- Robust Multivariate Regression (2004) (140)
- Robustness and Outlier Detection in Chemometrics (2006) (140)
- Anomaly detection by robust statistics (2017) (134)
- "Finding Groups in Data": Cluster Analysis Extended Rousseeuw etal. (2015) (130)
- Robust PCA for skewed data and its outlier map (2009) (120)
- Robust state estimation of electric power systems (1994) (118)
- Robust estimation in very small samples (2002) (116)
- The depth function of a population distribution (1999) (116)
- A Deterministic Algorithm for Robust Location and Scatter (2012) (114)
- Generalized S-Estimators (1994) (109)
- Displaying a clustering with CLUSPLOT (1999) (108)
- Tutorial to robust statistics (1991) (105)
- Minimum covariance determinant and extensions (2017) (102)
- Constructing the bivariate Tukey median (1998) (101)
- Recent developments in PROGRESS (1997) (100)
- Robustness against separation and outliers in logistic regression (2003) (98)
- CLUSTERING LARGE DATA SETS (1986) (91)
- Robust regression with both continuous and binary regressors (1997) (85)
- Robust Distances: Simulations and Cutoff Values (1991) (85)
- The Competitive Advantage of Seaports (2000) (84)
- Explicit scale estimators with high breakdown point (1992) (82)
- Fuzzy clustering algorithms based on the maximum likelihood principle (1991) (81)
- Multivariate and functional classification using depth and distance (2015) (80)
- High-dimensional computation of the deepest location (2000) (80)
- A robustification of independent component analysis (2005) (79)
- The Change-of-Variance Curve and Optimal Redescending M-Estimators (1981) (77)
- Detecting Deviating Data Cells (2016) (75)
- The Shape of Correlation Matrices (1994) (74)
- Halfspace Depth and Regression Depth Characterize the Empirical Distribution (1999) (72)
- The Remedian: A Robust Averaging Method for Large Data Sets (1990) (72)
- A robust scale estimator based on the shortest half (1988) (68)
- Fuzzy clustering using scatter matrices (1996) (66)
- Measuring overlap in binary regression (2001) (65)
- Efficient computation of location depth contours by methods of computational geometry (2003) (63)
- Fitting multiplicative models by robust alternating regressions (2003) (62)
- Robust estimation and identifying outliers (1990) (60)
- Clustering Large Applications (Program CLARA) (2008) (60)
- A class of high-breakdown scale estimators based on subranges (1992) (59)
- Integrating a high-breakdown option into discriminant analysis in exploration geochemistry (1992) (59)
- A robust Hotelling test (2002) (58)
- Epidemiologic and phenomenological aspects of post-traumatic stress disorder: DSM-III-R diagnosis and diagnostic criteria not validated (1998) (58)
- Robustness of Deepest Regression (2000) (50)
- The two-factorial symptom structure of post-traumatic stress disorder: depression–avoidance and arousal–anxiety (1998) (50)
- The Deepest Regression Method (2002) (49)
- An Algorithm for Positive-Breakdown Regression Based on Concentration Steps (2000) (48)
- A new infinitesimal approach to robust estimation (1981) (44)
- Influence curves of general statistics (1981) (41)
- Fast and eager k-medoids clustering: O(k) runtime improvement of the PAM, CLARA, and CLARANS algorithms (2020) (41)
- A Measure of Directional Outlyingness With Applications to Image Data and Video (2016) (41)
- Identification of multiple interacting bad data via power system decomposition (1996) (41)
- 5 Introduction to positive-breakdown methods (1997) (40)
- Depth in an Arrangement of Hyperplanes (1999) (38)
- The bias of k-step M-estimators (1994) (37)
- On the calculation of a robust S-estimator of a covariance matrix. (1998) (36)
- Fast implementation of depth contours using topological sweep (2001) (35)
- Characterizing angular symmetry and regression symmetry (2004) (34)
- Developments in Robust Statistics (2003) (34)
- The minimum regularized covariance determinant estimator (2017) (34)
- Efficient Algorithms for Maximum Regression Depth (1999) (33)
- Fuzzy clustering with high contrast (1995) (33)
- Location adjustment for the minimum volume ellipsoid estimator (2002) (33)
- Multivariate outlier detection and Robustness (2005) (32)
- Robust Regression with a Distributed Intercept Using Least Median of Squares: Theory and Application to Earnings Functions with Dummy Variables for Sectors (1990) (30)
- Unconventional features of positive-breakdown estimators (1994) (30)
- Agglomerative Nesting (Program AGNES) (2008) (29)
- Discussion: Fuzzy Clustering At the Intersection (1995) (29)
- Measuring overlap in logistic regression (1999) (28)
- Fast Robust Correlation for High-Dimensional Data (2017) (27)
- Unmasking Multivariate Outliers and Leverage Points: Rejoinder (1990) (26)
- Wiley Series in Probability and Statistics (2005) (25)
- Robustness of the p-Subset Algorithm for Regression with High Breakdown Point (1991) (25)
- Positive-Breakdown Robust Methods in Computer Vision (1999) (25)
- The susceptibility of Glossina palpalis palpalis at different ages to infection with Trypanosoma congolense. (1982) (24)
- Regression depth - Rejoinder (1999) (24)
- Asymptotics of Generalized S-Estimators (1994) (24)
- Change-of-variance sensitivities in regression analysis (1985) (24)
- The Catline for Deep Regression (1998) (24)
- The DetS and DetMM estimators for multivariate location and scatter (2015) (23)
- A comparison of some quick algorithms for robust regression (1992) (23)
- Transforming variables to central normality (2020) (23)
- Regression-free and robust estimation of scale for bivariate data (1996) (23)
- A resampling design for computing high-breakdown regression (1993) (23)
- High-Breakdown Estimators of Multivariate Location and Scatter (2013) (22)
- MacroPCA: An All-in-One PCA Method Allowing for Missing Values as Well as Cellwise and Rowwise Outliers (2018) (22)
- PROGRESS: a program for robust regression (1988) (21)
- Robust Monitoring of Time Series with Application to Fraud Detection (2017) (20)
- Robustification of the least absolute value estimator by means of projection statistics [power syste (1996) (19)
- Numerical study of the relaxation of one-dimensional gravitational systems (1984) (19)
- Optimal search paths for random variables (1983) (18)
- Discussion: Projection Pursuit (1985) (17)
- The change-of-variance function of M-estimators of scale under general contamination (1995) (17)
- Why the Wrong Papers Get Published (1991) (17)
- A Study of Belgian Inflation, Relative Prices and Nominal Rigidities using New Robust Measures of Skewness and Tail Weight (2004) (16)
- Fuzzy clustering at the intersection (1995) (16)
- mrfDepth: Depth Measures in Multivariate, Regression and Functional Settings (2017) (16)
- Robust identification of target genes and outliers in triple-negative breast cancer data (2018) (15)
- A diagnostic plot for regression outliers and leverage points (1991) (15)
- LMSMVE: a program for least median of squares regression and robust distances. (1992) (15)
- Shape bias of robust covariance estimators: an empirical study (2014) (14)
- Template Matching Based on a Grayscale Hit-or-Miss Transform (1996) (14)
- Statistical depth meets computational geometry: a short survey (2015) (14)
- 58 COMPUTATION OF ROBUST STATISTICS : DEPTH , MEDIAN , AND RELATED MEASURES (2017) (14)
- Most robust M-estimators in the infinitesimal sense (1982) (14)
- Linear Models: Robust Estimation (2011) (13)
- Search for the relationship between interrupted university attendance of first year students and some psychosocial factors. (1983) (13)
- Search for the relationship between academic performance and some psychosocial factors. The use of a structured interview. (1983) (13)
- A generalized spatial sign covariance matrix (2018) (13)
- Robust estimation of the conditional median function at elliptical models (2001) (13)
- Computing Packet Loss Probabilities in Multiplexer Models Using Rational Approximation (2003) (13)
- Visco-elastic properties of four currently used tissue conditioners. (1984) (13)
- Applying robust regression to insurance (1984) (13)
- Robust multilevel simultaneous component analysis (2013) (13)
- Divisive Analysis (Program DIANA) (2008) (12)
- Active anterior rhinomanometry in pre- and postoperative evaluation, use of Broms' mathematical model. (1983) (12)
- The core competencies of the Antwerp seaport: an analysis of "port specific" advantages (2001) (12)
- Using a parallel computer system for statistical resampling methods (1988) (12)
- Positive-breakdown regression by minimizing nested scale estimators (1996) (10)
- Handouts for the Instructional Meeting on "Robust Statistical Methods" (1982) (10)
- Principal components of a fuzzy clustering (1989) (10)
- A robust version of principal factor analysis (2000) (10)
- Asymptotics of the Repeated Median Slope Estimator (1994) (10)
- A Depth Test for Symmetry (2002) (8)
- Equipartition and mass segregation in 1-dimensional gravitational systems (1984) (8)
- Rejoinder to ‘multivariate functional outlier detection’ (2015) (8)
- High-Breakdown Robust Multivariate (2008) (7)
- Multivariate and functional classification using depth and distance (2016) (7)
- A regression analysis with categorical covariables, two-way heteroscedasticity, and hidden outliers (1997) (7)
- Fuzzy Analysis (Program FANNY) (2008) (7)
- Robust Mahalanobis distances in power system state estimation (1993) (7)
- Hierarchical cluster analysis of emotional concerns and personality characteristics in a freshman population. (1986) (7)
- Similarities Between Location Depth and Regression Depth (2001) (6)
- Table I Psnr (db) Results for Image Corrupted by Gaussian and Impulse Noise on " the Convergence of Mean Field Procedures for Mrf's " (1998) (6)
- Brainstem electric response audiometry in newborns. (1982) (6)
- Finding Outliers in Surface Data and Video (2016) (6)
- Real-time outlier detection for large datasets by RT-DetMCD (2019) (6)
- Sensitivity functions and numerical analysis of the repeated median slope (1995) (6)
- ISODEPTH: A Program for Depth Contours (1996) (6)
- A fast algorithm for highly robust regression in data mining (2000) (6)
- Real-time discriminant analysis in the presence of label and measurement noise (2020) (6)
- Handling Cellwise Outliers by Sparse Regression and Robust Covariance (2020) (5)
- Related Statistical Techniques (2005) (5)
- Deepest regression in analytical chemistry (2001) (5)
- An application of L1 to astronomy (1987) (5)
- Robust Regression with a Categorical Covariable (1996) (5)
- Factor Analysis in a Robust Way (1999) (4)
- A robust method for multivariate regression (2000) (4)
- RESISTANT LINE FITTING IN ACTUARIAL SCIENCE (1984) (4)
- Comparing Reverse Complementary Genomic Words Based on Their Distance Distributions and Frequencies (2017) (4)
- The repeated median intercept estimator: influence function and asymptotic normality (1995) (4)
- Estimation and testing by means of optimally robust statistics (1982) (4)
- Fuzzy Clustering by Minimizing the Total Hypervolume (1993) (4)
- Comments on: Robust estimation of multivariate location and scatter in the presence of cellwise and casewise contamination (2015) (3)
- The minimum regularized covariance determinant estimator (2019) (3)
- Asymptotics of an estimator of a robust spread functional (1996) (3)
- Software for finding groups in data (1991) (3)
- Robust PCA for High-dimensional Data (2003) (3)
- Monothetic Analysis (Program MONA) (2008) (3)
- Similarities between location depth and regression (1999) (3)
- Discussion of “The power of monitoring: how to make the most of a contaminated multivariate sample” (2018) (3)
- High Breakdown Regression by Minimization of a Scale Estimator (1994) (3)
- The Cellwise Minimum Covariance Determinant Estimator (2022) (3)
- Applying robust regression techniques to institutional data (1986) (3)
- The MCS estimator of location and scatter (2012) (3)
- DetMCD in a Calibration Framework (2010) (3)
- Computation of robust statistics (2004) (2)
- Robust Statistics.@@@Robust Regression and Outlier Detection. (1988) (2)
- Outlier detection in non-elliptical data by kernel MRCD (2020) (2)
- DISCUSSION OF "BREAKDOWN AND GROUPS" BY P. L. DAVIES AND U. GATHER (2005) (2)
- Detecting anomalous data cells (2016) (2)
- Class Maps for Visualizing Classification Results (2020) (2)
- A new statistical method to derive radial velocity shifts from stellar spectra (1987) (2)
- Inconsistency of resampling algorithms for high-breakdown regression estimators and a new algorithm - Comment (2002) (1)
- Discussion of “ The power of monitoring ” (2018) (1)
- A deterministic algorithm for LTS (2010) (1)
- Simultaneous ERG-VER recording: statistical study. (1983) (1)
- Analyzing cellwise weighted data (2022) (1)
- Dissimilar Symmetric Word Pairs in the Human Genome (2017) (1)
- Location M-estimators are characterized by the infinitesimal behaviour of their asymptotic variance (1983) (1)
- Visualizing classification results (2020) (1)
- Some Proposals for Fast HBD Regression (1990) (1)
- One‐Dimensional Estimators (2011) (1)
- Functional outlier detection for image data (2015) (1)
- The Special Case of One‐Dimensional Location (2005) (1)
- Inflation , relative prices and nominal rigidities 1 (2003) (1)
- Special Issue on Robust Methods for Classification and Data Analysis (2010) (1)
- A Hotelling Test Based on MCD (2002) (1)
- Raphson and Em Algorithms for Linear Mixed- Eeects Models for Repeated-measures Data, Journal of the American Statistical Association Where L Represents the Full Likelihood for the Complete Data, Deened in Section 4.2, And (1997) (1)
- Depth Measures in Multivariate, Regression and Functional Settings [R package mrfDepth version 1.0.13] (2020) (1)
- Infinitesimal criteria in robust estimation of location (1981) (1)
- A faster deterministic algorithm for the MCD (2009) (1)
- The Deepest Fit (1998) (1)
- An algorithm for deepest multiple regression (2000) (1)
- Flagging and handling cellwise outliers by robust estimation of a covariance matrix (2019) (1)
- Comparison of various high-breakdown starting points for robust multivariate location and scatter estimators (2011) (1)
- Multivariate Techniques: Robustness (2011) (1)
- Robust Regression, Positive Breakdown in (2006) (1)
- An improved algorithm for robust PCA (2000) (1)
- An algorithm for the multivariate Tukey median (2000) (0)
- Comparing Reverse Complementary Genomic Words Based on Their Distance Distributions and Frequencies (2017) (0)
- Comment (2004) (0)
- Faster robust calibration using DetMCD and DetLTS (2010) (0)
- One‐Dimensional Tests (2011) (0)
- Robust estimation of multivariate scatter with fixed center (2014) (0)
- Outlier detection in non-elliptical data by kernel MRCD (2021) (0)
- Discussion of “The power of monitoring: how to make the most of a contaminated multivariate sample” (2018) (0)
- The Change-of-Variance Function and Robust Estimators of Regression (1983) (0)
- Table of Data Sets (2005) (0)
- Silhouettes and Quasi Residual Plots for Neural Nets and Tree-based Classifiers (2021) (0)
- Bivariate boxplots based on halfplane depth (1999) (0)
- Finding Outliers in Image Data and Video (2016) (0)
- A deterministic algorithm for the LTS estimator (2010) (0)
- A MULTIPLE REGRESSION TECHNIQUE FOR DETECTING OUTLIERS (2020) (0)
- Deterministic algorithms for MCD and LTS (2011) (0)
- Depth-based classification of multivariate functional data (2013) (0)
- Challenges of cellwise outliers (2023) (0)
- Shape bias of robust covariance estimators: an empirical study (2013) (0)
- Clustering genomic words in human DNA using peaks and trends of distributions (2018) (0)
- The mrfDepth package for multivariate, regression and functional depth (2015) (0)
- [The effect of swimming on the nasal passages and on tube function in children]. (1984) (0)
- Generalized S-Estimators Author ( s ) : (2016) (0)
- Estimation of Covariance Matrices and Multivariate Location (2011) (0)
- Associate Editors Coordinating Editor and Applications Editor (1990) (0)
- Location-scale depth - Comment (2004) (0)
- From multivariate depth to functional depth (2014) (0)
- Applications of deepest regression (2000) (0)
- Multivariate functional outlier detection (2015) (0)
- A Survey of Robust Statistics - Comment (2007) (0)
- Detecting outlying behavior of curves (2014) (0)
- On Fréchet's Upper Bounds on the Sampling Variability of the Median (2006) (0)
- Editorial for ADAC issue 1 of volume 14 (2020) (2020) (0)
- Classification of multivariate functional data based on depth (2014) (0)
- Complements and Outlook (2011) (0)
- Fast Linear Model Trees by PILOT (2023) (0)
- Discussion on Location-Scale Depth (2004) (0)
- A faster non-equivariant algorithm of the MCD (2008) (0)
- Extending location depth to the regression setting (1999) (0)
- Comments on: Robust estimation of multivariate location and scatter in the presence of cellwise and casewise contamination (2015) (0)
- Linear Models: Robust Testing (2011) (0)
- Clustering genomic words in human DNA using peaks and trends of distributions (2019) (0)
- The hidden logistic regression model (2001) (0)
- Robustness in the Linear Regression M+N105odel (2014) (0)
- A deterministic algorithm for the MCD estimator (2009) (0)
- Dimensions of first year university student behavior. (1984) (0)
- Rejoinder to ‘multivariate functional outlier detection’ (2015) (0)
- Deterministic algorithms for robust multivariate analysis (2011) (0)
- Programs for cluster analysis (1991) (0)
- Infinitesimal Stability of the Asymptotic Variance of M-Estimators With Finite Rejection Point (1980) (0)
- Deterministic algorithms for robust covariance and regression (2013) (0)
- Classification of curves by means of multivariate functional depth (2014) (0)
- Algorithmical and geometrical aspects of statistical depth (2000) (0)
- Applications of RDL_1 to a real data set with heteroscedastic errors (1995) (0)
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What Schools Are Affiliated With Peter Rousseeuw?
Peter Rousseeuw is affiliated with the following schools:
