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

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
2932 2033 30.7 65%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)


ID, lev.
above		 Publications Label for level above
615 13248 NONPARAMETRIC REGRESSION//ORACLE PROPERTY//SUFFICIENT DIMENSION REDUCTION

Terms with highest relevance score


Rank Term Type of term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 LASSO Author keyword 260 50% 19% 377
2 ORACLE PROPERTY Author keyword 114 68% 5% 100
3 VARIABLE SELECTION Author keyword 79 21% 17% 340
4 ADAPTIVE LASSO Author keyword 62 63% 3% 62
5 SURE SCREENING PROPERTY Author keyword 41 100% 1% 15
6 PENALIZED REGRESSION Author keyword 38 53% 2% 50
7 GROUP LASSO Author keyword 31 48% 2% 47
8 SCAD Author keyword 30 42% 3% 55
9 SPARSITY Author keyword 30 14% 10% 203
10 MINIMAX CONCAVE PENALTY Author keyword 24 91% 0% 10

Web of Science journal categories

Author Key Words


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class		 LCSH search Wikipedia search
1 LASSO 260 50% 19% 377 Search LASSO Search LASSO
2 ORACLE PROPERTY 114 68% 5% 100 Search ORACLE+PROPERTY Search ORACLE+PROPERTY
3 VARIABLE SELECTION 79 21% 17% 340 Search VARIABLE+SELECTION Search VARIABLE+SELECTION
4 ADAPTIVE LASSO 62 63% 3% 62 Search ADAPTIVE+LASSO Search ADAPTIVE+LASSO
5 SURE SCREENING PROPERTY 41 100% 1% 15 Search SURE+SCREENING+PROPERTY Search SURE+SCREENING+PROPERTY
6 PENALIZED REGRESSION 38 53% 2% 50 Search PENALIZED+REGRESSION Search PENALIZED+REGRESSION
7 GROUP LASSO 31 48% 2% 47 Search GROUP+LASSO Search GROUP+LASSO
8 SCAD 30 42% 3% 55 Search SCAD Search SCAD
9 SPARSITY 30 14% 10% 203 Search SPARSITY Search SPARSITY
10 MINIMAX CONCAVE PENALTY 24 91% 0% 10 Search MINIMAX+CONCAVE+PENALTY Search MINIMAX+CONCAVE+PENALTY

Key Words Plus


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 LASSO 486 44% 42% 845
2 ORACLE PROPERTIES 456 68% 20% 400
3 NONCONCAVE PENALIZED LIKELIHOOD 259 68% 11% 228
4 ADAPTIVE LASSO 243 82% 7% 140
5 VARIABLE SELECTION 199 24% 36% 724
6 DANTZIG SELECTOR 102 57% 6% 121
7 DIVERGING NUMBER 46 63% 2% 46
8 REGRESSION SHRINKAGE 41 57% 2% 49
9 ELASTIC NET 39 51% 3% 54
10 COORDINATE DESCENT 38 50% 3% 56

Journals


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 ELECTRONIC JOURNAL OF STATISTICS 8 11% 3% 69

Reviews


Title Publ. year Cit. Active
references		 % act. ref.
to same field
Identifying Predictive Features in Drug Response Using Machine Learning: Opportunities and Challenges 2015 1 26 23%
A SELECTIVE OVERVIEW OF VARIABLE SELECTION IN HIGH DIMENSIONAL FEATURE SPACE 2010 145 84 45%
A Selective Review of Group Selection in High-Dimensional Models 2012 12 65 82%
Challenges of Big Data analysis 2014 3 83 45%
Statistical analysis of big data on pharmacogenomics 2013 4 74 59%
Conditional Gradient Algorithms for Rank-One Matrix Approximations with a Sparsity Constraint 2013 4 23 57%
LASSO and shrinkage estimation in Weibull censored regression models 2012 2 10 60%
l(1) Trend Filtering 2009 45 55 24%

Address terms


Rank Address term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 OPERAT FINANCIAL ENGN 8 15% 2.4% 49
2 SEMINAR STAT 7 18% 1.8% 37
3 INRIA SIERRA PROJECT TEAM 4 67% 0.2% 4
4 INRIA WILLOW PROJECT TEAM 4 75% 0.1% 3
5 STOCHAST SYST GRP 3 45% 0.2% 5
6 EECS STAT 2 67% 0.1% 2
7 LIB QUFU NORMAL UNIV 2 67% 0.1% 2
8 MEDIZININFORMAT BIOMET EPIDEMIOL 2 67% 0.1% 2
9 SEMINAR PL STOCHAST 2 50% 0.1% 3
10 DATA SCI OPERAT 2 36% 0.2% 4

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000148110 MODIFIED CHOLESKY DECOMPOSITION//STRUCTURE ON MEAN//ANTEDEPENDENCE
2 0.0000127485 ASYMPTOTIC DISTRIBUTIONAL RISK//EFFECTIVE INTERVAL//REGRET FUNCTION
3 0.0000109562 SLICED INVERSE REGRESSION//SUFFICIENT DIMENSION REDUCTION//CENTRAL SUBSPACE
4 0.0000105988 COMPRESSED SENSING//RESTRICTED ISOMETRY PROPERTY//COMPRESSIVE SENSING
5 0.0000096097 QUANTILE REGRESSION//ASYMMETRIC LAPLACE DISTRIBUTION//REGRESSION QUANTILES
6 0.0000095497 COEFFICIENT REGULARIZATION//SAMPLE COMPRESSION//LEARNING THEORY
7 0.0000091606 ESSENTIAL GRAPH//CONDITIONAL INDEPENDENCE//MARKOV EQUIVALENCE
8 0.0000090761 CANONICAL CORRELATION COEFFICIENT//KULLBACK LEIBLER INFORMATION//BIAS CORRECTED AIC
9 0.0000083416 PARTIALLY LINEAR MODEL//NONPARAMETRIC REGRESSION//VARYING COEFFICIENT MODELS
10 0.0000079094 INTRINSIC PRIORS//BAYES FACTOR//INTRINSIC BAYES FACTOR