Class information for:
Level 2: LASSO//VARIABLE SELECTION//SLICED INVERSE REGRESSION

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
1563 7363 28.9 52%


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
9 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//COMPUTER SCIENCE, INFORMATION SYSTEMS 1247339
34 3       STATISTICS & PROBABILITY//STAT//COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 105938
1563 2             LASSO//VARIABLE SELECTION//SLICED INVERSE REGRESSION 7363
3308 1                   LASSO//VARIABLE SELECTION//ORACLE PROPERTY 2015
8093 1                   CANDECOMP//TENSOR DECOMPOSITION//NONNEGATIVE TENSOR 1294
9073 1                   GAUSSIAN GRAPHICAL MODEL//GRAPHICAL MODELS//CONDITIONAL INDEPENDENCE 1190
12190 1                   JOURNAL OF CLASSIFICATION//HIERARCHICAL CLASSES//PSYCHOMETRIKA 925
14647 1                   SLICED INVERSE REGRESSION//SUFFICIENT DIMENSION REDUCTION//CENTRAL SUBSPACE 758
20388 1                   ACTUAL ERROR RATE//MINIMUM MEAN SQUARE ESTIMATION//LOCATION LINEAR DISCRIMINANT FUNCTION 462
24116 1                   MULTIVARIATE EIGENVALUE PROBLEM//CANONICAL CORRELATION ANALYSIS//MAXBET 323
25909 1                   SPARSE PRINCIPAL COMPONENT ANALYSIS//PRINCIPAL VARIABLES//SPARSE PCA 268
33202 1                   ALPHA BAG//DISTANCE BASED PREDICTION//NONLINEAR BIPLOT 128

Terms with highest relevance score


rank Term termType Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with term
in class
1 LASSO authKW 1088775 6% 56% 467
2 VARIABLE SELECTION authKW 536234 7% 27% 483
3 SLICED INVERSE REGRESSION authKW 511823 2% 90% 137
4 ORACLE PROPERTY authKW 433709 2% 70% 150
5 SUFFICIENT DIMENSION REDUCTION authKW 374520 1% 94% 96
6 STATISTICS & PROBABILITY WoSSC 325570 51% 2% 3758
7 CENTRAL SUBSPACE authKW 283728 1% 93% 74
8 GAUSSIAN GRAPHICAL MODEL authKW 276209 1% 72% 92
9 SPARSITY authKW 258968 4% 23% 278
10 CANDECOMP authKW 245135 1% 95% 62

Web of Science journal categories


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with term
in class
1 Statistics & Probability 325570 51% 2% 3758
2 Psychology, Mathematical 74858 7% 3% 544
3 Mathematical & Computational Biology 28200 12% 1% 852
4 Mathematics, Interdisciplinary Applications 20545 12% 1% 907
5 Social Sciences, Mathematical Methods 17818 6% 1% 457
6 Computer Science, Artificial Intelligence 10464 10% 0% 761
7 Computer Science, Interdisciplinary Applications 4243 7% 0% 519
8 Mathematics, Applied 4052 10% 0% 772
9 Automation & Control Systems 2234 4% 0% 293
10 Biology 1548 5% 0% 352

Address terms


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with term
in class
1 STAT 140854 20% 2% 1500
2 GRP SCI ENGN TECHNOL 80048 0% 74% 26
3 HEIJMANS PSYCHOL 75364 0% 91% 20
4 SEMINAR STAT 65267 1% 26% 61
5 OPERAT FINANCIAL ENGN 45144 1% 17% 66
6 HEYMANS PSYCHOL 43831 0% 46% 23
7 MATHICSE ANCHP 37307 0% 100% 9
8 DATA THEORY GRP 25890 0% 42% 15
9 ADIT 25388 0% 88% 7
10 WIRELESS TELECOM GRP 20977 0% 56% 9

Journals


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 JOURNAL OF CLASSIFICATION 216763 2% 34% 155
2 PSYCHOMETRIKA 185707 3% 18% 250
3 ELECTRONIC JOURNAL OF STATISTICS 79357 2% 15% 125
4 ANNALS OF STATISTICS 78344 4% 7% 273
5 COMPUTATIONAL STATISTICS & DATA ANALYSIS 74124 4% 6% 298
6 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 66144 2% 13% 125
7 BIOMETRIKA 58410 3% 7% 213
8 JOURNAL OF MACHINE LEARNING RESEARCH 50890 2% 9% 139
9 JOURNAL OF MULTIVARIATE ANALYSIS 48561 3% 6% 205
10 STATISTICA SINICA 45182 2% 8% 140

Author Key Words


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class		 LCSH search Wikipedia search
1 LASSO 1088775 6% 56% 467 Search LASSO Search LASSO
2 VARIABLE SELECTION 536234 7% 27% 483 Search VARIABLE+SELECTION Search VARIABLE+SELECTION
3 SLICED INVERSE REGRESSION 511823 2% 90% 137 Search SLICED+INVERSE+REGRESSION Search SLICED+INVERSE+REGRESSION
4 ORACLE PROPERTY 433709 2% 70% 150 Search ORACLE+PROPERTY Search ORACLE+PROPERTY
5 SUFFICIENT DIMENSION REDUCTION 374520 1% 94% 96 Search SUFFICIENT+DIMENSION+REDUCTION Search SUFFICIENT+DIMENSION+REDUCTION
6 CENTRAL SUBSPACE 283728 1% 93% 74 Search CENTRAL+SUBSPACE Search CENTRAL+SUBSPACE
7 GAUSSIAN GRAPHICAL MODEL 276209 1% 72% 92 Search GAUSSIAN+GRAPHICAL+MODEL Search GAUSSIAN+GRAPHICAL+MODEL
8 SPARSITY 258968 4% 23% 278 Search SPARSITY Search SPARSITY
9 CANDECOMP 245135 1% 95% 62 Search CANDECOMP Search CANDECOMP
10 ADAPTIVE LASSO 224712 1% 67% 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.


Rank Reference # ref.
in cl.		 Shr. of ref. in
cl.		 Citations
1 KOLDA, TG , BADER, BW , (2009) TENSOR DECOMPOSITIONS AND APPLICATIONS.SIAM REVIEW. VOL. 51. ISSUE 3. P. 455 -500 90 66% 1237
2 MA, YY , ZHU, LP , (2013) A REVIEW ON DIMENSION REDUCTION.INTERNATIONAL STATISTICAL REVIEW. VOL. 81. ISSUE 1. P. 134-150 67 93% 9
3 CICHOCKI, A , MANDIC, DP , PHAN, AH , CAIAFA, CF , ZHOU, GX , ZHAO, QB , DE LATHAUWER, L , (2015) TENSOR DECOMPOSITIONS FOR SIGNAL PROCESSING APPLICATIONS.IEEE SIGNAL PROCESSING MAGAZINE. VOL. 32. ISSUE 2. P. 145 -163 53 71% 37
4 VIDAURRE, D , BIELZA, C , LARRANAGA, P , (2013) A SURVEY OF L-1 REGRESSION.INTERNATIONAL STATISTICAL REVIEW. VOL. 81. ISSUE 3. P. 361 -387 65 76% 10
5 COUDRET, R , GIRARD, S , SARACCO, J , (2014) A NEW SLICED INVERSE REGRESSION METHOD FOR MULTIVARIATE RESPONSE.COMPUTATIONAL STATISTICS & DATA ANALYSIS. VOL. 77. ISSUE . P. 285-299 52 98% 1
6 HUANG, J , BREHENY, P , MA, SG , (2012) A SELECTIVE REVIEW OF GROUP SELECTION IN HIGH-DIMENSIONAL MODELS.STATISTICAL SCIENCE. VOL. 27. ISSUE 4. P. 481-499 54 83% 38
7 HACKBUSCH, W , (2014) NUMERICAL TENSOR CALCULUS.ACTA NUMERICA. VOL. 23. ISSUE . P. 651 -742 55 80% 5
8 YIN, XR , HILAFU, H , (2015) SEQUENTIAL SUFFICIENT DIMENSION REDUCTION FOR LARGE P, SMALL N PROBLEMS.JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY. VOL. 77. ISSUE 4. P. 879 -892 46 92% 2
9 LIU, H , ZHAO, T , (2016) ACCELERATED PATH-FOLLOWING ITERATIVE SHRINKAGE THRESHOLDING ALGORITHM WITH APPLICATION TO SEMIPARAMETRIC GRAPH ESTIMATION.JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS. VOL. 25. ISSUE 4. P. 1272 -1296 47 90% 0
10 YU, GH , YU, ZF , XU, Y , SONG, YS , ZHOU, Y , (2016) AN ADAPTIVE GRADIENT METHOD FOR COMPUTING GENERALIZED TENSOR EIGENPAIRS.COMPUTATIONAL OPTIMIZATION AND APPLICATIONS. VOL. 65. ISSUE 3. P. 781 -797 42 93% 1

Classes with closest relation at Level 2


Rank Class id link
1 1916 DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//STATISTICS & PROBABILITY
2 189 STATISTICS & PROBABILITY//NONPARAMETRIC REGRESSION//ANNALS OF STATISTICS
3 235 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//MACHINE LEARNING
4 2705 BLIND SOURCE SEPARATION//BLIND SOURCE SEPARATION BSS//INDEPENDENT COMPONENT ANALYSIS
5 2550 BAYESIAN NETWORKS//FUZZY COGNITIVE MAPS//INFLUENCE DIAGRAMS
6 3205 CANADIAN REVIEW OF SOCIOLOGY AND ANTHROPOLOGY-REVUE CANADIENNE DE SOCIOLOGIE ET D ANTHROPOLOGIE//CANADIAN JOURNAL OF SOCIOLOGY-CAHIERS CANADIENS DE SOCIOLOGIE//CONFIDENCE CIRCLES
7 442 COMPRESSED SENSING//IMAGE DENOISING//IMAGE RESTORATION
8 1959 INTERNATIONAL JOURNAL OF FORECASTING//JOURNAL OF FORECASTING//STATISTICS & PROBABILITY
9 2769 SELF ORGANIZING MAP//PRINCIPAL CURVES//PRINCIPAL POINTS
10 970 STATISTICS & PROBABILITY//COMMUNICATIONS IN STATISTICS-THEORY AND METHODS//LOCAL INFLUENCE

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