Class information for:
Level 1: SMOOTHING SPLINES//GENERALIZED CROSS VALIDATION//BAYESIAN CONFIDENCE INTERVAL

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
616 2             STATISTICS & PROBABILITY//NONPARAMETRIC REGRESSION//LONG MEMORY 14308
23767 1                   SMOOTHING SPLINES//GENERALIZED CROSS VALIDATION//BAYESIAN CONFIDENCE INTERVAL 358

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 SMOOTHING SPLINES authKW 472731 11% 13% 41
2 GENERALIZED CROSS VALIDATION authKW 377470 8% 16% 27
3 BAYESIAN CONFIDENCE INTERVAL authKW 331818 2% 54% 7
4 PENALIZED REGRESSION SPLINE authKW 281703 2% 40% 8
5 RISK FACTOR ESTIMATION authKW 264105 1% 100% 3
6 SOBOLEV ERROR authKW 264105 1% 100% 3
7 SMOOTHING PARAMETER authKW 253712 6% 14% 21
8 SMOOTHING SPLINE ANOVA authKW 234750 2% 33% 8
9 GENERALIZED MAXIMUM LIKELIHOOD authKW 215677 2% 35% 7
10 ADAPTIVE SMOOTHING SPLINES authKW 176070 1% 100% 2

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Statistics & Probability 21355 59% 0% 212
2 Mathematics, Applied 1202 24% 0% 85
3 Mathematical & Computational Biology 209 5% 0% 17
4 Computer Science, Interdisciplinary Applications 200 7% 0% 25
5 Computer Science, Theory & Methods 80 5% 0% 17
6 Computer Science, Software Engineering 55 3% 0% 12
7 Medical Informatics 54 2% 0% 6
8 Mathematics, Interdisciplinary Applications 29 3% 0% 9
9 Biology 25 3% 0% 11
10 Computer Science, Artificial Intelligence 24 3% 0% 10

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 BLAVANTIK COMP SCI 88035 0% 100% 1
2 DPT ECONOMETR STAT 88035 0% 100% 1
3 ECONOMETR STAT EA3 88035 0% 100% 1
4 I PSI 88035 0% 100% 1
5 PREV MED PUBL HLTH 88035 0% 100% 1
6 STAT IM 88035 0% 100% 1
7 STAT IMECC 88035 0% 100% 1
8 COMP SCI SCI COMP COMPUTAT MATH PROGRAM 44017 0% 50% 1
9 NAT MACHINE PERCEPT 44017 0% 50% 1
10 CLIMATE IMPACTS NAT OURCE SYST 29344 0% 33% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 STATISTICA SINICA 13816 5% 1% 17
2 SIAM JOURNAL ON SCIENTIFIC AND STATISTICAL COMPUTING 12525 3% 1% 11
3 CONTRIBUTIONS TO STATISTICS 12151 3% 2% 9
4 JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION 12151 7% 1% 26
5 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 10411 3% 1% 11
6 ANNALS OF STATISTICS 9720 6% 1% 21
7 CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE 3423 2% 1% 7
8 COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION 3139 3% 0% 11
9 STATISTICS AND COMPUTING 2004 1% 0% 5
10 JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES D-THE STATISTICIAN 1779 1% 1% 3

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 SMOOTHING SPLINES 472731 11% 13% 41 Search SMOOTHING+SPLINES Search SMOOTHING+SPLINES
2 GENERALIZED CROSS VALIDATION 377470 8% 16% 27 Search GENERALIZED+CROSS+VALIDATION Search GENERALIZED+CROSS+VALIDATION
3 BAYESIAN CONFIDENCE INTERVAL 331818 2% 54% 7 Search BAYESIAN+CONFIDENCE+INTERVAL Search BAYESIAN+CONFIDENCE+INTERVAL
4 PENALIZED REGRESSION SPLINE 281703 2% 40% 8 Search PENALIZED+REGRESSION+SPLINE Search PENALIZED+REGRESSION+SPLINE
5 RISK FACTOR ESTIMATION 264105 1% 100% 3 Search RISK+FACTOR+ESTIMATION Search RISK+FACTOR+ESTIMATION
6 SOBOLEV ERROR 264105 1% 100% 3 Search SOBOLEV+ERROR Search SOBOLEV+ERROR
7 SMOOTHING PARAMETER 253712 6% 14% 21 Search SMOOTHING+PARAMETER Search SMOOTHING+PARAMETER
8 SMOOTHING SPLINE ANOVA 234750 2% 33% 8 Search SMOOTHING+SPLINE+ANOVA Search SMOOTHING+SPLINE+ANOVA
9 GENERALIZED MAXIMUM LIKELIHOOD 215677 2% 35% 7 Search GENERALIZED+MAXIMUM+LIKELIHOOD Search GENERALIZED+MAXIMUM+LIKELIHOOD
10 ADAPTIVE SMOOTHING SPLINES 176070 1% 100% 2 Search ADAPTIVE+SMOOTHING+SPLINES Search ADAPTIVE+SMOOTHING+SPLINES

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 1


rank cluster_id2 link
1 686 NONPARAMETRIC REGRESSION//VARYING COEFFICIENT MODEL//PARTIALLY LINEAR MODEL
2 7027 FUNCTIONAL DATA ANALYSIS//FUNCTIONAL DATA//FUNCTIONAL REGRESSION
3 25288 LOCALLY STATIONARY PROCESSES//LOCAL STATIONARITY//LOCALLY STATIONARY TIME SERIES
4 9146 BANDWIDTH SELECTION//DENSITY ESTIMATION//MEAN INTEGRATED SQUARED ERROR
5 7586 ILL POSED PROBLEM//DISCREPANCY PRINCIPLE//TIKHONOV REGULARIZATION
6 18756 ISOTONIC REGRESSION//MONOTONE REGRESSION//SHAPE CONSTRAINTS
7 37421 SUBSPACE INFORMATION CRITERION//PROJECTION LEARNING//PARTIAL PROJECTION FILTER
8 12143 WHITE NOISE MODEL//DECONVOLUTION//ADAPTIVE ESTIMATION
9 5641 VARIOGRAM//KRIGING//BME
10 35171 AVTOMATIKA//SMOOTHING DATA//ADEQUATE EXTERNAL GMDH CRITERION

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