Class information for:
Level 2: NONPARAMETRIC REGRESSION//ORACLE PROPERTY//SUFFICIENT DIMENSION REDUCTION

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
615 13248 25.9 53%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 3)


ID, lev.
above		 Publications Label for level above
35 104217 STATISTICS & PROBABILITY//COMMUNICATIONS IN STATISTICS-THEORY AND METHODS//STAT

Classes in level below (level 1)


ID, lev. below Publications Label for level below
2022 2319 PARTIALLY LINEAR MODEL//NONPARAMETRIC REGRESSION//VARYING COEFFICIENT MODELS
2932 2033 LASSO//ORACLE PROPERTY//VARIABLE SELECTION
6864 1358 FUNCTIONAL DATA ANALYSIS//FUNCTIONAL DATA//FUNCTIONAL LINEAR MODEL
6877 1357 BANDWIDTH SELECTION//MEAN INTEGRATED SQUARED ERROR//DENSITY ESTIMATION
8827 1146 COEFFICIENT REGULARIZATION//SAMPLE COMPRESSION//LEARNING THEORY
9479 1084 PARTIAL IDENTIFICATION//NONSEPARABLE MODELS//NONSEPARABLE MODEL
11823 887 WHITE NOISE MODEL//ADAPTIVE CURVE ESTIMATION//DENSITY DECONVOLUTION
13229 787 QUANTILE REGRESSION//ASYMMETRIC LAPLACE DISTRIBUTION//REGRESSION QUANTILES
15339 647 SLICED INVERSE REGRESSION//SUFFICIENT DIMENSION REDUCTION//CENTRAL SUBSPACE
15987 612 LEAST CONCAVE MAJORANT//MONOTONE DENSITY//CONCAVE MAJORANT
16159 603 NONPARAMETRIC REGRESSION ESTIMATION//PARTITIONING ESTIMATE//INFINITE ORDER AUTOREGRESSIVE PROCESS
20042 415 GENERALIZED CROSS VALIDATION//GENERALIZED MAXIMUM LIKELIHOOD//SMOOTHING SPLINE

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 NONPARAMETRIC REGRESSION Author keyword 422 47% 5% 663
2 ORACLE PROPERTY Author keyword 338 92% 1% 135
3 SUFFICIENT DIMENSION REDUCTION Author keyword 335 99% 1% 77
4 SLICED INVERSE REGRESSION Author keyword 321 92% 1% 127
5 LASSO Author keyword 304 53% 3% 402
6 FUNCTIONAL DATA ANALYSIS Author keyword 242 55% 2% 300
7 ANNALS OF STATISTICS Journal 238 23% 7% 891
8 BANDWIDTH SELECTION Author keyword 226 65% 2% 214
9 FUNCTIONAL DATA Author keyword 209 62% 2% 215
10 JOURNAL OF NONPARAMETRIC STATISTICS Journal 187 42% 3% 341

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 NONPARAMETRIC REGRESSION 422 47% 5% 663 Search NONPARAMETRIC+REGRESSION Search NONPARAMETRIC+REGRESSION
2 ORACLE PROPERTY 338 92% 1% 135 Search ORACLE+PROPERTY Search ORACLE+PROPERTY
3 SUFFICIENT DIMENSION REDUCTION 335 99% 1% 77 Search SUFFICIENT+DIMENSION+REDUCTION Search SUFFICIENT+DIMENSION+REDUCTION
4 SLICED INVERSE REGRESSION 321 92% 1% 127 Search SLICED+INVERSE+REGRESSION Search SLICED+INVERSE+REGRESSION
5 LASSO 304 53% 3% 402 Search LASSO Search LASSO
6 FUNCTIONAL DATA ANALYSIS 242 55% 2% 300 Search FUNCTIONAL+DATA+ANALYSIS Search FUNCTIONAL+DATA+ANALYSIS
7 BANDWIDTH SELECTION 226 65% 2% 214 Search BANDWIDTH+SELECTION Search BANDWIDTH+SELECTION
8 FUNCTIONAL DATA 209 62% 2% 215 Search FUNCTIONAL+DATA Search FUNCTIONAL+DATA
9 CENTRAL SUBSPACE 187 95% 0% 61 Search CENTRAL+SUBSPACE Search CENTRAL+SUBSPACE
10 SINGLE INDEX MODEL 153 80% 1% 94 Search SINGLE+INDEX+MODEL Search SINGLE+INDEX+MODEL

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 ORACLE PROPERTIES 778 81% 4% 474
2 LASSO 680 50% 7% 972
3 NONPARAMETRIC REGRESSION 670 58% 6% 781
4 SLICED INVERSE REGRESSION 478 85% 2% 253
5 NONCONCAVE PENALIZED LIKELIHOOD 445 81% 2% 271
6 ADAPTIVE LASSO 303 87% 1% 148
7 VARIABLE SELECTION 295 29% 7% 868
8 OPTIMAL RATES 225 73% 1% 174
9 SUFFICIENT DIMENSION REDUCTION 177 98% 0% 46
10 SINGLE INDEX MODELS 164 78% 1% 109

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 ANNALS OF STATISTICS 238 23% 7% 891
2 JOURNAL OF NONPARAMETRIC STATISTICS 187 42% 3% 341
3 ELECTRONIC JOURNAL OF STATISTICS 110 38% 2% 230
4 JOURNAL OF MULTIVARIATE ANALYSIS 84 15% 4% 509
5 STATISTICA SINICA 75 20% 3% 335
6 JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION 72 12% 4% 560
7 COMPUTATIONAL STATISTICS & DATA ANALYSIS 56 11% 4% 497
8 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 52 23% 2% 202
9 JOURNAL OF ECONOMETRICS 51 12% 3% 399
10 JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY 39 18% 2% 200

Reviews


Title Publ. year Cit. Active references % act. ref.
to same field
A gentle introduction to quantile regression for ecologists 2003 556 27 52%
A SELECTIVE OVERVIEW OF VARIABLE SELECTION IN HIGH DIMENSIONAL FEATURE SPACE 2010 145 84 52%
A Selective Review of Group Selection in High-Dimensional Models 2012 12 65 89%
Risk bounds for model selection via penalization 1999 245 47 49%
A Review on Dimension Reduction 2013 4 72 97%
Estimating models with sample selection bias: A survey 1998 248 58 64%
Identifying Predictive Features in Drug Response Using Machine Learning: Opportunities and Challenges 2015 1 26 27%
Challenges of Big Data analysis 2014 3 83 47%
Applications of functional data analysis: A systematic review 2013 10 105 39%
Regularization networks and support vector machines 2000 430 24 25%

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 STAT MANAGEMENT 26 35% 0.5% 61
2 OPERAT FINANCIAL ENGN 23 25% 0.6% 82
3 SHEN ZHEN HONG KONG JOINT PL STAT SCI 18 89% 0.1% 8
4 STAT PL PROBABIL 17 12% 1.0% 127
5 LSTA 16 25% 0.4% 57
6 STAT PROBABIL 13 12% 0.8% 104
7 ADV STAT ECONOMETR 13 61% 0.1% 14
8 SEMINAR STAT 12 22% 0.4% 47
9 EQUIPE GRIMM 11 65% 0.1% 11
10 FINANCE STAT 9 16% 0.4% 55

Related classes at same level (level 2)


Rank Relatedness score Related classes
1 0.0000020032 MULTIPLE IMPUTATION//LIFETIME DATA ANALYSIS//STATISTICS IN MEDICINE
2 0.0000019481 LONG MEMORY//JOURNAL OF TIME SERIES ANALYSIS//JOURNAL OF ECONOMETRICS
3 0.0000016073 DIRICHLET PROCESS//MARKOV CHAIN MONTE CARLO//BAYESIAN NONPARAMETRICS
4 0.0000013630 SEQUENTIAL ANALYSIS-DESIGN METHODS AND APPLICATIONS//BAYES SEQUENTIAL ESTIMATION//EXISTENCE PROBLEM
5 0.0000013225 COMMUNICATIONS IN STATISTICS-THEORY AND METHODS//LOCAL INFLUENCE//BIRNBAUM SAUNDERS DISTRIBUTION
6 0.0000011475 ACTUAL ERROR RATE//CANONICAL CORRELATION COEFFICIENT//RELATIVE WEIGHT ANALYSIS
7 0.0000011243 REGRESSION CALIBRATION//MEASUREMENT ERROR//ERRORS IN VARIABLES
8 0.0000010701 CREDIT SCORING//MACHINE LEARNING//FEATURE SELECTION
9 0.0000009468 COMPLETE CONVERGENCE//COMPLETE MOMENT CONVERGENCE//THEORY OF PROBABILITY AND ITS APPLICATIONS
10 0.0000008545 COMPRESSED SENSING//IEEE TRANSACTIONS ON IMAGE PROCESSING//IMAGE DENOISING