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

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
3308 2015 31.5 68%


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

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 3204579 21% 50% 419
2 VARIABLE SELECTION authKW 1469354 21% 23% 418
3 ORACLE PROPERTY authKW 1342039 7% 64% 138
4 ADAPTIVE LASSO authKW 613545 3% 58% 70
5 SCAD authKW 531150 4% 48% 73
6 PENALIZED REGRESSION authKW 482670 3% 53% 60
7 GROUP LASSO authKW 473311 3% 55% 57
8 SPARSITY authKW 388427 9% 14% 178
9 SURE SCREENING PROPERTY authKW 348502 1% 100% 23
10 HIGH DIMENSIONAL DATA authKW 226714 4% 17% 90

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 175572 71% 1% 1439
2 Mathematical & Computational Biology 27085 21% 0% 431
3 Computer Science, Interdisciplinary Applications 1573 8% 0% 163
4 Computer Science, Artificial Intelligence 1387 7% 0% 149
5 Medical Informatics 1349 3% 0% 67
6 Mathematics, Interdisciplinary Applications 1010 6% 0% 111
7 Biology 735 6% 0% 122
8 Automation & Control Systems 733 4% 0% 87
9 Social Sciences, Mathematical Methods 523 2% 0% 43
10 Biochemical Research Methods 499 6% 0% 124

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 128167 37% 1% 745
2 SEMINAR STAT 83148 2% 15% 36
3 OPERAT FINANCIAL ENGN 51921 2% 9% 37
4 INRIA SIERRA PROJECT TEAM 40403 0% 67% 4
5 FUJIAN STAT SCI 33158 0% 24% 9
6 DATA SCI OPERAT 32271 0% 30% 7
7 UNITE MAIAGE 30305 0% 100% 2
8 STAT ACTUARIAL SCI 28737 4% 2% 83
9 CNRS LPMA 27272 0% 60% 3
10 SEMINAR PL STOCHAST 22725 0% 50% 3

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 ELECTRONIC JOURNAL OF STATISTICS 121984 4% 10% 81
2 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 57654 3% 6% 61
3 ANNALS OF STATISTICS 55457 6% 3% 120
4 STATISTICA SINICA 46264 4% 4% 74
5 JOURNAL OF MACHINE LEARNING RESEARCH 43306 3% 4% 67
6 JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY 30453 2% 4% 50
7 JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION 28039 5% 2% 95
8 STATISTICS AND ITS INTERFACE 27899 1% 7% 28
9 COMPUTATIONAL STATISTICS & DATA ANALYSIS 27558 5% 2% 95
10 ANNALS OF APPLIED STATISTICS 22405 2% 4% 35

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 3204579 21% 50% 419 Search LASSO Search LASSO
2 VARIABLE SELECTION 1469354 21% 23% 418 Search VARIABLE+SELECTION Search VARIABLE+SELECTION
3 ORACLE PROPERTY 1342039 7% 64% 138 Search ORACLE+PROPERTY Search ORACLE+PROPERTY
4 ADAPTIVE LASSO 613545 3% 58% 70 Search ADAPTIVE+LASSO Search ADAPTIVE+LASSO
5 SCAD 531150 4% 48% 73 Search SCAD Search SCAD
6 PENALIZED REGRESSION 482670 3% 53% 60 Search PENALIZED+REGRESSION Search PENALIZED+REGRESSION
7 GROUP LASSO 473311 3% 55% 57 Search GROUP+LASSO Search GROUP+LASSO
8 SPARSITY 388427 9% 14% 178 Search SPARSITY Search SPARSITY
9 SURE SCREENING PROPERTY 348502 1% 100% 23 Search SURE+SCREENING+PROPERTY Search SURE+SCREENING+PROPERTY
10 HIGH DIMENSIONAL DATA 226714 4% 17% 90 Search HIGH+DIMENSIONAL+DATA Search HIGH+DIMENSIONAL+DATA

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 VIDAURRE, D , BIELZA, C , LARRANAGA, P , (2013) A SURVEY OF L-1 REGRESSION.INTERNATIONAL STATISTICAL REVIEW. VOL. 81. ISSUE 3. P. 361 -387 63 74% 10
2 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 53 82% 38
3 VAN DE GEER, S , BUHLMANN, P , RITOV, Y , DEZEURE, R , (2014) ON ASYMPTOTICALLY OPTIMAL CONFIDENCE REGIONS AND TESTS FOR HIGH-DIMENSIONAL MODELS.ANNALS OF STATISTICS. VOL. 42. ISSUE 3. P. 1166 -1202 35 83% 31
4 FRIEDMAN, J , HASTIE, T , TIBSHIRANI, R , (2010) REGULARIZATION PATHS FOR GENERALIZED LINEAR MODELS VIA COORDINATE DESCENT.JOURNAL OF STATISTICAL SOFTWARE. VOL. 33. ISSUE 1. P. 1-22 17 65% 1474
5 BINDER, H , PORZELIUS, C , SCHUMACHER, M , (2011) AN OVERVIEW OF TECHNIQUES FOR LINKING HIGH-DIMENSIONAL MOLECULAR DATA TO TIME-TO-EVENT ENDPOINTS BY RISK PREDICTION MODELS.BIOMETRICAL JOURNAL. VOL. 53. ISSUE 2. P. 170 -189 50 68% 5
6 DEZEURE, R , BUHLMANN, P , MEIER, L , MEINSHAUSEN, N , (2015) HIGH-DIMENSIONAL INFERENCE: CONFIDENCE INTERVALS, P-VALUES AND R-SOFTWARE HDI.STATISTICAL SCIENCE. VOL. 30. ISSUE 4. P. 533 -558 36 82% 3
7 BUHLMANN, P , (2013) STATISTICAL SIGNIFICANCE IN HIGH-DIMENSIONAL LINEAR MODELS.BERNOULLI. VOL. 19. ISSUE 4. P. 1212-1242 32 84% 30
8 ZHANG, CH , (2010) NEARLY UNBIASED VARIABLE SELECTION UNDER MINIMAX CONCAVE PENALTY.ANNALS OF STATISTICS. VOL. 38. ISSUE 2. P. 894 -942 25 68% 404
9 ZHANG, CH , ZHANG, T , (2012) A GENERAL THEORY OF CONCAVE REGULARIZATION FOR HIGH-DIMENSIONAL SPARSE ESTIMATION PROBLEMS.STATISTICAL SCIENCE. VOL. 27. ISSUE 4. P. 576-593 31 84% 35
10 CHENG, MY , HONDA, T , ZHANG, JT , (2016) FORWARD VARIABLE SELECTION FOR SPARSE ULTRA-HIGH DIMENSIONAL VARYING COEFFICIENT MODELS.JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION. VOL. 111. ISSUE 515. P. 1209 -1221 32 84% 0

Classes with closest relation at Level 1


Rank Class id link
1 25909 SPARSE PRINCIPAL COMPONENT ANALYSIS//PRINCIPAL VARIABLES//SPARSE PCA
2 16817 AIC//MODEL SELECTION//MODEL AVERAGING
3 9073 GAUSSIAN GRAPHICAL MODEL//GRAPHICAL MODELS//CONDITIONAL INDEPENDENCE
4 4070 EMPIRICAL LIKELIHOOD//PARTIALLY LINEAR MODEL//VARYING COEFFICIENT MODEL
5 14266 QUANTILE REGRESSION//REGRESSION QUANTILES//ASYMMETRIC LAPLACE DISTRIBUTION
6 23956 FIRST ORDER METHODS//ITERATION COMPLEXITY//OPTIMAL METHODS
7 14647 SLICED INVERSE REGRESSION//SUFFICIENT DIMENSION REDUCTION//CENTRAL SUBSPACE
8 10560 BAYES FACTOR//INTRINSIC PRIORS//INTRINSIC BAYES FACTOR
9 307 COMPRESSED SENSING//COMPRESSIVE SENSING//RESTRICTED ISOMETRY PROPERTY
10 13323 EXPLAINED VARIATION//TUFTS CTSI//EXPLAINED RANDOMNESS

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