Class information for:
Level 1: LASSO//VARIABLE SELECTION//ORACLE PROPERTY

Basic class information

Bar chart of Publication_year

Last years might be incomplete

Hierarchy of classes

The table includes all classes above and classes immediately below the current class.



Cluster id Level Cluster label #P
12 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, INFORMATION SYSTEMS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 1181119
23 3       STATISTICS & PROBABILITY//STAT//COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 119395
1602 2             LASSO//BAYESIAN NETWORKS//VARIABLE SELECTION 7368
2752 1                   LASSO//VARIABLE SELECTION//ORACLE PROPERTY 2188

Terms with highest relevance score



rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 LASSO authKW 2991129 20% 48% 435
2 VARIABLE SELECTION authKW 1418545 20% 23% 437
3 ORACLE PROPERTY authKW 1127181 6% 59% 133
4 ADAPTIVE LASSO authKW 583242 3% 56% 72
5 GROUP LASSO authKW 495681 3% 54% 64
6 PENALIZED REGRESSION authKW 453619 3% 50% 63
7 SCAD authKW 438261 3% 43% 70
8 SURE SCREENING PROPERTY authKW 417676 1% 100% 29
9 SPARSITY authKW 318762 8% 13% 173
10 SURE INDEPENDENCE SCREENING authKW 240364 1% 76% 22

Web of Science journal categories



chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Statistics & Probability 194514 72% 1% 1579
2 Mathematical & Computational Biology 27541 21% 0% 456
3 Computer Science, Interdisciplinary Applications 1734 8% 0% 179
4 Computer Science, Artificial Intelligence 1350 7% 0% 155
5 Medical Informatics 1328 3% 0% 70
6 Mathematics, Interdisciplinary Applications 1100 6% 0% 121
7 Biology 741 6% 0% 128
8 Automation & Control Systems 581 4% 0% 83
9 Social Sciences, Mathematical Methods 476 2% 0% 43
10 Biochemical Research Methods 437 6% 0% 123

Address terms



chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 STAT 138997 37% 1% 816
2 SEMINAR STAT 76125 2% 15% 36
3 OPERAT FINANCIAL ENGN 47103 2% 9% 37
4 FUJIAN STAT SCI 35992 0% 25% 10
5 INRIA SIERRA PROJECT TEAM 32917 0% 57% 4
6 DATA SCI OPERAT 30714 0% 27% 8
7 CNRS LPMA 25922 0% 60% 3
8 SJTU YALE JOINT BIOSTAT 25922 0% 60% 3
9 STAT ACTUARIAL SCI 25385 4% 2% 82
10 GLOBAL SCI STUDIES 23039 0% 40% 4

Journals



chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 ELECTRONIC JOURNAL OF STATISTICS 117548 4% 10% 86
2 ANNALS OF STATISTICS 59087 6% 3% 128
3 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 55870 3% 6% 63
4 STATISTICA SINICA 53853 4% 5% 83
5 JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY 32992 2% 4% 54
6 JOURNAL OF MACHINE LEARNING RESEARCH 32761 3% 4% 61
7 JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION 31129 5% 2% 103
8 COMPUTATIONAL STATISTICS & DATA ANALYSIS 29561 5% 2% 102
9 STATISTICS AND ITS INTERFACE 26625 1% 6% 29
10 STATISTICS AND COMPUTING 22072 2% 4% 41

Author Key Words



chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 LASSO 2991129 20% 48% 435 Search LASSO Search LASSO
2 VARIABLE SELECTION 1418545 20% 23% 437 Search VARIABLE+SELECTION Search VARIABLE+SELECTION
3 ORACLE PROPERTY 1127181 6% 59% 133 Search ORACLE+PROPERTY Search ORACLE+PROPERTY
4 ADAPTIVE LASSO 583242 3% 56% 72 Search ADAPTIVE+LASSO Search ADAPTIVE+LASSO
5 GROUP LASSO 495681 3% 54% 64 Search GROUP+LASSO Search GROUP+LASSO
6 PENALIZED REGRESSION 453619 3% 50% 63 Search PENALIZED+REGRESSION Search PENALIZED+REGRESSION
7 SCAD 438261 3% 43% 70 Search SCAD Search SCAD
8 SURE SCREENING PROPERTY 417676 1% 100% 29 Search SURE+SCREENING+PROPERTY Search SURE+SCREENING+PROPERTY
9 SPARSITY 318762 8% 13% 173 Search SPARSITY Search SPARSITY
10 SURE INDEPENDENCE SCREENING 240364 1% 76% 22 Search SURE+INDEPENDENCE+SCREENING Search SURE+INDEPENDENCE+SCREENING

Core articles

The table includes core articles in the class. The following variables is taken into account for the relevance score of an article in a cluster c:
(1) Number of references referring to publications in the class.
(2) Share of total number of active references referring to publications in the class.
(3) Age of the article. New articles get higher score than old articles.
(4) Citation rate, normalized to year.

Classes with closest relation at Level 1



rank cluster_id2 link
1 14854 GAUSSIAN GRAPHICAL MODEL//PRECISION MATRIX//GRAPHICAL LASSO
2 23680 SPARSE PRINCIPAL COMPONENT ANALYSIS//SPARSE PCA//LIB QUFU NORMAL UNIV
3 23289 MODEL AVERAGING//FOCUSED INFORMATION CRITERION//FREQUENTIST MODEL AVERAGING
4 25153 ASYMMETRIC LAPLACE DISTRIBUTION//BAYESIAN QUANTILE REGRESSION//QUANTILE REGRESSION
5 15528 SLICED INVERSE REGRESSION//SUFFICIENT DIMENSION REDUCTION//CENTRAL SUBSPACE
6 9379 REPRODUCING KERNEL HILBERT SPACE//LEARNING THEORY//GENERALIZATION BOUNDS
7 22059 AIC//KULLBACK LEIBLER INFORMATION//BIAS CORRECTED AIC
8 686 NONPARAMETRIC REGRESSION//VARYING COEFFICIENT MODEL//PARTIALLY LINEAR MODEL
9 7202 BAYES FACTOR//INTRINSIC PRIORS//INTRINSIC BAYES FACTOR
10 476 COMPRESSED SENSING//COMPRESSIVE SENSING//RESTRICTED ISOMETRY PROPERTY

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