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Fast Robust Correlation for High-Dimensional Data

Technometrics, 2021-04, Vol.63 (2), p.184-198

2021

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Minimum covariance determinant and extensions

Wiley interdisciplinary reviews. Computational statistics, 2018-05, Vol.10 (3), p.e1421-n/a

2018

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Robust statistics for outlier detection

Wiley interdisciplinary reviews. Data mining and knowledge discovery, 2011-01, Vol.1 (1), p.73-79

2011

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Fast and eager k-medoids clustering: O(k) runtime improvement of the PAM, CLARA, and CLARANS algorithms

Information systems (Oxford), 2021-11, Vol.101, p.101804, Article 101804

2021

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ROBPCA: A New Approach to Robust Principal Component Analysis

Technometrics, 2005-02, Vol.47 (1), p.64-79

2005

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Computing LTS Regression for Large Data Sets

Data mining and knowledge discovery, 2006-01, Vol.12 (1), p.29-45

2006

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A Deterministic Algorithm for Robust Location and Scatter

Journal of computational and graphical statistics, 2012-09, Vol.21 (3), p.618-637

2012

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Robust identification of target genes and outliers in triple-negative breast cancer data

Statistical methods in medical research, 2019-11, Vol.28 (10-11), p.3042-3056

2019

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Anomaly detection by robust statistics

Wiley interdisciplinary reviews. Data mining and knowledge discovery, 2018-03, Vol.8 (2), p.e1236-n/a

2018

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A Fast Algorithm for the Minimum Covariance Determinant Estimator

Technometrics, 1999-08, Vol.41 (3), p.212-223

1999

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Detecting Deviating Data Cells

Technometrics, 2018-04, Vol.60 (2), p.135-145

2018

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Multivariate functional outlier detection

Statistical methods & applications, 2015-07, Vol.24 (2), p.177-202

2015

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A Measure of Directional Outlyingness With Applications to Image Data and Video

Journal of computational and graphical statistics, 2018-04, Vol.27 (2), p.345-359

2018

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Fast linear model trees by PILOT

Machine learning, 2024-09, Vol.113 (9), p.6561-6610

2024

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Silhouettes and Quasi Residual Plots for Neural Nets and Tree-based Classifiers

Journal of computational and graphical statistics, 2022-10, Vol.31 (4), p.1332-1343

2022

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Class Maps for Visualizing Classification Results

Technometrics, 2022-04, Vol.64 (2), p.151-165

2022

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The minimum regularized covariance determinant estimator

Statistics and computing, 2020-02, Vol.30 (1), p.113-128

2020

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MacroPCA: An All-in-One PCA Method Allowing for Missing Values as Well as Cellwise and Rowwise Outliers

Technometrics, 2019-10, Vol.61 (4), p.459-473

2019

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High-Breakdown Robust Multivariate Methods

Statistical science, 2008-02, Vol.23 (1), p.92-119

2008

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Finding groups in data: an introduction to cluster analysis

2009

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Outlier detection in non-elliptical data by kernel MRCD

Statistics and computing, 2021-09, Vol.31 (5), Article 66

2021

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Transforming variables to central normality

Machine learning, 2024-08, Vol.113 (8), p.4953-4975

2024

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Discussion of “The power of monitoring: how to make the most of a contaminated multivariate sample”

Statistical methods & applications, 2018-12, Vol.27 (4), p.589-594

2018

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Faster k-Medoids Clustering: Improving the PAM, CLARA, and CLARANS Algorithms

Similarity Search and Applications, p.171-187

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Clustering genomic words in human DNA using peaks and trends of distributions

Advances in data analysis and classification, 2020-03, Vol.14 (1), p.57-76

2020

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Fast Robust Correlation for High-Dimensional Data

Minimum covariance determinant and extensions

Robust statistics for outlier detection

Fast and eager k-medoids clustering: O(k) runtime improvement of the PAM, CLARA, and CLARANS algorithms

ROBPCA: A New Approach to Robust Principal Component Analysis

Computing LTS Regression for Large Data Sets

A Deterministic Algorithm for Robust Location and Scatter

Robust identification of target genes and outliers in triple-negative breast cancer data

Anomaly detection by robust statistics

A Fast Algorithm for the Minimum Covariance Determinant Estimator

Detecting Deviating Data Cells

Multivariate functional outlier detection

A Measure of Directional Outlyingness With Applications to Image Data and Video

Fast linear model trees by PILOT

Silhouettes and Quasi Residual Plots for Neural Nets and Tree-based Classifiers

Class Maps for Visualizing Classification Results

The minimum regularized covariance determinant estimator

MacroPCA: An All-in-One PCA Method Allowing for Missing Values as Well as Cellwise and Rowwise Outliers

High-Breakdown Robust Multivariate Methods

Finding groups in data: an introduction to cluster analysis

Outlier detection in non-elliptical data by kernel MRCD

Transforming variables to central normality

Discussion of “The power of monitoring: how to make the most of a contaminated multivariate sample”

Faster k-Medoids Clustering: Improving the PAM, CLARA, and CLARANS Algorithms

Clustering genomic words in human DNA using peaks and trends of distributions

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