Class information for:
Level 2: LASSO//BAYESIAN NETWORKS//VARIABLE SELECTION

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
3757 1                   BAYESIAN NETWORKS//INFLUENCE DIAGRAMS//STRUCTURE LEARNING 1951
6272 1                   RANDOM MATRICES//LIMITING SPECTRAL DISTRIBUTION//STIELTJES TRANSFORM 1533
14854 1                   GAUSSIAN GRAPHICAL MODEL//PRECISION MATRIX//GRAPHICAL LASSO 772
18704 1                   CHAIN GRAPH//GRAPHICAL MARKOV MODEL//CONDITIONAL INDEPENDENCE 563
23680 1                   SPARSE PRINCIPAL COMPONENT ANALYSIS//SPARSE PCA//LIB QUFU NORMAL UNIV 361

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 LASSO authKW 1098978 7% 53% 484
2 BAYESIAN NETWORKS authKW 662876 8% 25% 618
3 VARIABLE SELECTION authKW 482498 6% 24% 468
4 ORACLE PROPERTY authKW 370697 2% 62% 140
5 GAUSSIAN GRAPHICAL MODEL authKW 346269 1% 75% 108
6 GRAPHICAL MODELS authKW 304052 3% 29% 246
7 STATISTICS & PROBABILITY WoSSC 274802 47% 2% 3459
8 RANDOM MATRICES authKW 273700 3% 29% 222
9 SPARSITY authKW 242389 4% 21% 277
10 HIGH DIMENSIONAL DATA authKW 230630 2% 30% 180

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Statistics & Probability 274802 47% 2% 3459
2 Computer Science, Artificial Intelligence 45074 21% 1% 1538
3 Mathematical & Computational Biology 22692 10% 1% 772
4 Computer Science, Interdisciplinary Applications 2974 6% 0% 445
5 Medical Informatics 2772 3% 0% 188
6 Physics, Mathematical 2317 6% 0% 413
7 Computer Science, Information Systems 2193 5% 0% 376
8 Automation & Control Systems 1676 4% 0% 261
9 Computer Science, Theory & Methods 1523 5% 0% 339
10 Mathematics, Interdisciplinary Applications 1080 3% 0% 237

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 STAT 127005 20% 2% 1439
2 KLASMOE 80272 0% 72% 26
3 SEMINAR STAT 75922 1% 27% 66
4 OPERAT FINANCIAL ENGN 55891 1% 18% 74
5 ADIT 34205 0% 100% 8
6 STAT PL PROBABIL 32470 1% 8% 96
7 LIB QUFU NORMAL UNIV 31481 0% 82% 9
8 DECIS ANAL GRP 29929 0% 100% 7
9 STAT ACTUARIAL SCI 19694 2% 4% 133
10 DECIS SYST 16740 0% 28% 14

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 RANDOM MATRICES-THEORY AND APPLICATIONS 142466 1% 56% 60
2 INTERNATIONAL JOURNAL OF APPROXIMATE REASONING 111238 3% 13% 201
3 JOURNAL OF MACHINE LEARNING RESEARCH 99399 3% 12% 195
4 ELECTRONIC JOURNAL OF STATISTICS 89738 2% 15% 138
5 ANNALS OF STATISTICS 79617 4% 7% 273
6 JOURNAL OF MULTIVARIATE ANALYSIS 64518 3% 6% 235
7 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 46863 1% 10% 106
8 BIOMETRIKA 36756 2% 5% 168
9 STATISTICA SINICA 30035 2% 6% 114
10 COMPUTATIONAL STATISTICS & DATA ANALYSIS 27472 2% 4% 181

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 LASSO 1098978 7% 53% 484 Search LASSO Search LASSO
2 BAYESIAN NETWORKS 662876 8% 25% 618 Search BAYESIAN+NETWORKS Search BAYESIAN+NETWORKS
3 VARIABLE SELECTION 482498 6% 24% 468 Search VARIABLE+SELECTION Search VARIABLE+SELECTION
4 ORACLE PROPERTY 370697 2% 62% 140 Search ORACLE+PROPERTY Search ORACLE+PROPERTY
5 GAUSSIAN GRAPHICAL MODEL 346269 1% 75% 108 Search GAUSSIAN+GRAPHICAL+MODEL Search GAUSSIAN+GRAPHICAL+MODEL
6 GRAPHICAL MODELS 304052 3% 29% 246 Search GRAPHICAL+MODELS Search GRAPHICAL+MODELS
7 RANDOM MATRICES 273700 3% 29% 222 Search RANDOM+MATRICES Search RANDOM+MATRICES
8 SPARSITY 242389 4% 21% 277 Search SPARSITY Search SPARSITY
9 HIGH DIMENSIONAL DATA 230630 2% 30% 180 Search HIGH+DIMENSIONAL+DATA Search HIGH+DIMENSIONAL+DATA
10 ADAPTIVE LASSO 219098 1% 63% 81 Search ADAPTIVE+LASSO Search ADAPTIVE+LASSO

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 2


rank cluster_id2 link
1 1464 DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//MARKOV CHAIN MONTE CARLO
2 3183 SLICED INVERSE REGRESSION//SUFFICIENT DIMENSION REDUCTION//CENTRAL SUBSPACE
3 616 STATISTICS & PROBABILITY//NONPARAMETRIC REGRESSION//LONG MEMORY
4 464 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//SUPPORT VECTOR MACHINE
5 1246 FALSE DISCOVERY RATE//GENE SELECTION//TOXICOGENOMICS
6 1962 INTERNATIONAL JOURNAL OF FORECASTING//JOURNAL OF FORECASTING//FORECAST EVALUATION
7 2794 MULTICOLLINEARITY//QUADRATIC LOSS//ADMISSIBILITY
8 4202 FUZZY COGNITIVE MAPS//FUZZY COGNITIVE MAPS FCMS//FUZZY COGNITIVE MAPPING
9 329 STATISTICS & PROBABILITY//EMPIRICAL LIKELIHOOD//JOURNAL OF ECONOMETRICS
10 2077 GENERALIZED P VALUE//STATISTICS & PROBABILITY//GENERALIZED CONFIDENCE INTERVAL

Go to start page