Advances In Data Analysis And Classification

Advances In Data Analysis And Classification

数据分析和分类的进展

  • 4区 中科院分区
  • Q2 JCR分区

高引用文章

文章名称 引用次数
Ensemble of a subset of kNN classifiers 15
A computationally fast variable importance test for random forests for high-dimensional data 13
Ensemble feature selection for high dimensional data: a new method and a comparative study 13
A two-stage sparse logistic regression for optimal gene selection in high-dimensional microarray data classification 12
Greedy Gaussian segmentation of multivariate time series 9
Mutual information, phi-squared and model-based co-clustering for contingency tables 6
Non-symmetrical composite-based path modeling 6
Studying crime trends in the USA over the years 2000-2012 5
Archetypal shapes based on landmarks and extension to handle missing data 5
Mixture model modal clustering 5
Unsupervised classification of children's bodies using currents 4
Variable selection in model-based clustering and discriminant analysis with a regularization approach 4
Robust and sparse k-means clustering for high-dimensional data 4
From here to infinity: sparse finite versus Dirichlet process mixtures in model-based clustering 3
A data driven equivariant approach to constrained Gaussian mixture modeling 3
Eigenvalues and constraints in mixture modeling: geometric and computational issues 3
Signal classification with a point process distance on the space of persistence diagrams 3
Discovering patterns in time-varying graphs: a triclustering approach 3
Relating brand confusion to ad similarities and brand strengths through image data analysis and classification 2
Understanding non-linear modeling of measurement invariance in heterogeneous populations 2
Robust clustering for functional data based on trimming and constraints 2
Finite mixtures, projection pursuit and tensor rank: a triangulation 2
Unifying data units and models in (co-)clustering 2
Directional co-clustering 2
Convex clustering for binary data 2
A classification tree approach for the modeling of competing risks in discrete time 2
A Kendall correlation coefficient between functional data 2
Regression trees for detecting preference patterns from rank data 1
Generalised linear model trees with global additive effects 1
On support vector machines under a multiple-cost scenario 1
Investigating consumers' store-choice behavior via hierarchical variable selection 1
Clustering via finite nonparametric ICA mixture models 1
Finite mixture of regression models for censored data based on scale mixtures of normal distributions 1
A comparative study on large scale kernelized support vector machines 1
Assessing trimming methodologies for clustering linear regression data 1
Rank-based classifiers for extremely high-dimensional gene expression data 1
An efficient random forests algorithm for high dimensional data classification 1
Hierarchical clustering of asymmetric networks 1
Sparsest factor analysis for clustering variables: a matrix decomposition approach 1
Cluster-based sparse topical coding for topic mining and document clustering 1
Minimum distance method for directional data and outlier detection 1
Linear components of quadratic classifiers 1
Comparisons among several methods for handling missing data in principal component analysis (PCA) 1
Mixtures of restricted skew-t factor analyzers with common factor loadings 1
New distance measures for classifying X-ray astronomy data into stellar classes 1
Model-based approach for household clustering with mixed scale variables 1
Clusterwise analysis for multiblock component methods 1
Local generalized quadratic distance metrics: application to the k-nearest neighbors classifier 1
D-trace estimation of a precision matrix using adaptive Lasso penalties 1
A semiparametric Bayesian joint model for multiple mixed-type outcomes: an application to acute myocardial infarction 0