4.5 Article

Robust Sparse Principal Component Analysis

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Computer Science, Artificial Intelligence

Sparse Algorithms Are Not Stable: A No-Free-Lunch Theorem

Huan Xu et al.

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE (2012)

Article Statistics & Probability

ORTHOGONAL SIMPLE COMPONENT ANALYSIS: A NEW, EXPLORATORY APPROACH

Karim Anaya-Izquierdo et al.

ANNALS OF APPLIED STATISTICS (2011)

Article Computer Science, Hardware & Architecture

Robust Principal Component Analysis?

Emmanuel J. Candes et al.

JOURNAL OF THE ACM (2011)

Article Statistics & Probability

Penalized classification using Fisher's linear discriminant

Daniela M. Witten et al.

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2011)

Article Statistics & Probability

Robust Ridge Regression for High-Dimensional Data

Ricardo A. Maronna

TECHNOMETRICS (2011)

Article Computer Science, Interdisciplinary Applications

Sparse CCA using a Lasso with positivity constraints

Anastasia Lykou et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2010)

Article Statistics & Probability

Principal Component Analysis With Sparse Fused Loadings

Jian Guo et al.

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS (2010)

Article Statistics & Probability

The k-step spatial sign covariance matrix

C. Croux et al.

ADVANCES IN DATA ANALYSIS AND CLASSIFICATION (2010)

Article Mathematical & Computational Biology

A penalized matrix decomposition, with applications to sparse principal components and canonical correlation analysis

Daniela M. Witten et al.

BIOSTATISTICS (2009)

Article Statistics & Probability

An exact approach to sparse principal component analysis

Alessio Farcomeni

COMPUTATIONAL STATISTICS (2009)

Article Statistics & Probability

On General Adaptive Sparse Principal Component Analysis

Chenlei Leng et al.

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS (2009)

Review Statistics & Probability

High-breakdown robust multivariate methods

Mia Hubert et al.

STATISTICAL SCIENCE (2008)

Article Statistics & Probability

Robust Low-Rank Approximation of Data Matrices With Elementwise Contamination

Ricardo A. Maronna et al.

TECHNOMETRICS (2008)

Article Automation & Control Systems

Algorithms for Projection - Pursuit robust principal component analysis

C. Croux et al.

CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS (2007)

Article Statistics & Probability

Sparse principal component analysis

Hui Zou et al.

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS (2006)

Article Computer Science, Interdisciplinary Applications

Projected gradient approach to the numerical solution of the SCoTLASS

NT Trendafilov et al.

COMPUTATIONAL STATISTICS & DATA ANALYSIS (2006)

Article Statistics & Probability

Interpretable dimension reduction

HA Chipman et al.

JOURNAL OF APPLIED STATISTICS (2005)

Article Statistics & Probability

Principal components and orthogonal regression based on robust scales

R Maronna

TECHNOMETRICS (2005)

Article Statistics & Probability

High breakdown estimators for principal components: the projection-pursuit approach revisited

C Croux et al.

JOURNAL OF MULTIVARIATE ANALYSIS (2005)

Article Statistics & Probability

ROBPCA: A new approach to robust principal component analysis

M Hubert et al.

TECHNOMETRICS (2005)

Article Statistics & Probability

A modified principal component technique based on the LASSO

IT Jolliffe et al.

JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS (2003)

Article Automation & Control Systems

A fast method for robust principal components with applications to chemometrics

M Hubert et al.

CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS (2002)

Article Operations Research & Management Science

Convergence of a block coordinate descent method for nondifferentiable minimization

P Tseng

JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS (2001)