Robust Methods for Data Reduction
From MaRDI portal
Publication:4982973
DOI10.1201/b18358zbMath1311.62006OpenAlexW2485237070MaRDI QIDQ4982973
Publication date: 13 April 2015
Full work available at URL: https://doi.org/10.1201/b18358
Factor analysis and principal components; correspondence analysis (62H25) Software, source code, etc. for problems pertaining to statistics (62-04) Classification and discrimination; cluster analysis (statistical aspects) (62H30) Measures of association (correlation, canonical correlation, etc.) (62H20) Introductory exposition (textbooks, tutorial papers, etc.) pertaining to statistics (62-01) General theory of simulation (00A72) Applications of statistics (62Pxx)
Related Items
The main contributions of robust statistics to statistical science and a new challenge ⋮ Robust estimation for multivariate wrapped models ⋮ Robust fitting of mixtures of GLMs by weighted likelihood ⋮ Latent class recapture models with flexible behavioural response ⋮ Estimation and computations for Gaussian mixtures with uniform noise under separation constraints ⋮ Robust mixture multivariate linear regression by multivariate Laplace distribution ⋮ Robust model-based clustering with mild and gross outliers ⋮ NP-hardness of some data cleaning problem ⋮ A fuzzy approach to robust regression clustering ⋮ Robust approaches to redundancy analysis ⋮ Consistency factor for the MCD estimator at the Student-\(t\) distribution ⋮ Outlier-free merging of homogeneous groups of pre-classified observations under contamination ⋮ Robust inference for parsimonious model-based clustering ⋮ A plug-in approach to sparse and robust principal component analysis ⋮ How to Marry Robustness and Applied Statistics ⋮ Multiple scaled contaminated normal distribution and its application in clustering ⋮ A reweighting approach to robust clustering ⋮ Polynomial-Time Approximation Scheme for a Problem of Searching for the Largest Subset with the Constraint on Quadratic Variation ⋮ An impartial trimming approach for joint dimension and sample reduction ⋮ Wild adaptive trimming for robust estimation and cluster analysis ⋮ Linear quantile regression models for longitudinal experiments: an overview ⋮ Robust, fuzzy, and parsimonious clustering, based on mixtures of factor analyzers ⋮ Weighted likelihood estimation of multivariate location and scatter ⋮ Comments on: ``Robust estimation of multivariate location and scatter in the presence of cellwise and casewise contamination ⋮ Exact algorithms for two integer-valued problems of searching for the largest subset and longest subsequence ⋮ Weighted likelihood mixture modeling and model-based clustering ⋮ Weighted likelihood latent class linear regression ⋮ Robust Bayesian seemingly unrelated regression model ⋮ The power of monitoring: how to make the most of a contaminated multivariate sample ⋮ The power of (extended) monitoring in robust clustering. Discussion of ``The power of monitoring: how to make the most of a contaminated multivariate sample ⋮ Outlyingness: which variables contribute most? ⋮ Randomized algorithms for some hard-to-solve problems of clustering a finite set of points in Euclidean space ⋮ Discussion of: ``The power of monitoring: how to make the most of a contaminated multivariate sample
Uses Software
This page was built for publication: Robust Methods for Data Reduction
