Class information for:
Level 1: GENERALIZED CROSS VALIDATION//GENERALIZED MAXIMUM LIKELIHOOD//SMOOTHING SPLINE

Basic class information

ID Publications Average number
of references
Avg. shr. active
ref. in WoS
20042 415 22.1 39%



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 GENERALIZED CROSS VALIDATION Author keyword 4 15% 6% 26
2 GENERALIZED MAXIMUM LIKELIHOOD Author keyword 4 40% 2% 8
3 SMOOTHING SPLINE Author keyword 4 15% 5% 22
4 BAYESIAN CONFIDENCE INTERVAL Author keyword 3 43% 1% 6
5 PENALIZED REGRESSION SPLINE Author keyword 3 45% 1% 5
6 SMOOTHING SPLINES Author keyword 3 12% 5% 20
7 SMOOTHING PARAMETER Author keyword 3 13% 5% 19
8 UNBIASED RISK ESTIMATE Author keyword 2 44% 1% 4
9 FUNCTIONAL ANOVA MODEL Author keyword 2 67% 0% 2
10 NON RANDOM SAMPLE SELECTION Author keyword 2 67% 0% 2

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 GENERALIZED CROSS VALIDATION 4 15% 6% 26 Search GENERALIZED+CROSS+VALIDATION Search GENERALIZED+CROSS+VALIDATION
2 GENERALIZED MAXIMUM LIKELIHOOD 4 40% 2% 8 Search GENERALIZED+MAXIMUM+LIKELIHOOD Search GENERALIZED+MAXIMUM+LIKELIHOOD
3 SMOOTHING SPLINE 4 15% 5% 22 Search SMOOTHING+SPLINE Search SMOOTHING+SPLINE
4 BAYESIAN CONFIDENCE INTERVAL 3 43% 1% 6 Search BAYESIAN+CONFIDENCE+INTERVAL Search BAYESIAN+CONFIDENCE+INTERVAL
5 PENALIZED REGRESSION SPLINE 3 45% 1% 5 Search PENALIZED+REGRESSION+SPLINE Search PENALIZED+REGRESSION+SPLINE
6 SMOOTHING SPLINES 3 12% 5% 20 Search SMOOTHING+SPLINES Search SMOOTHING+SPLINES
7 SMOOTHING PARAMETER 3 13% 5% 19 Search SMOOTHING+PARAMETER Search SMOOTHING+PARAMETER
8 UNBIASED RISK ESTIMATE 2 44% 1% 4 Search UNBIASED+RISK+ESTIMATE Search UNBIASED+RISK+ESTIMATE
9 FUNCTIONAL ANOVA MODEL 2 67% 0% 2 Search FUNCTIONAL+ANOVA+MODEL Search FUNCTIONAL+ANOVA+MODEL
10 NON RANDOM SAMPLE SELECTION 2 67% 0% 2 Search NON+RANDOM+SAMPLE+SELECTION Search NON+RANDOM+SAMPLE+SELECTION

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 BAYESIAN CONFIDENCE INTERVALS 10 35% 6% 23
2 EFFICIENT APPROXIMATION 5 63% 1% 5
3 GENERALIZED CROSS VALIDATION 5 12% 9% 39
4 NOISY DATA 4 15% 7% 27
5 SMOOTHING NOISY DATA 3 22% 2% 10
6 SMOOTHING SPLINE FUNCTIONS 2 67% 0% 2
7 LINEAR SMOOTHERS 2 33% 1% 4
8 SMOOTHING SPLINE 2 20% 2% 7
9 LOG DENSITY 1 100% 0% 2
10 PENALIZED LIKELIHOOD REGRESSION 1 100% 0% 2

Journals

Reviews



Title Publ. year Cit. Active
references
% act. ref.
to same field
APPROXIMATE REGRESSION-MODELS AND SPLINES 1984 28 17 59%

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 CONTROL SYST THEORY GRP 1 50% 0.2% 1
2 LOUISIANA TRANSPORTAT DEV 1 50% 0.2% 1
3 NAT MACHINE PERCEPT 1 50% 0.2% 1
4 SUSTAINABLE TRANSPORTAT INFRASTRUCT 0 11% 1.0% 4
5 CLIMATE IMPACTS NAT OURCE SYST 0 33% 0.2% 1
6 ECON MATH STAT BIRKBECK 0 33% 0.2% 1
7 MODELING SCI COMP MOX 0 25% 0.2% 1
8 STAT PROBABILITIES 0 14% 0.2% 1
9 CHARLES VIA JR CIVIL ENVIRONM ENGN 0 11% 0.2% 1
10 DPT ECONOMETR STAT 0 100% 0.2% 1

Related classes at same level (level 1)



Rank Relatedness score Related classes
1 0.0000242209 FUNCTIONAL DATA ANALYSIS//FUNCTIONAL DATA//FUNCTIONAL LINEAR MODEL
2 0.0000203016 PARTIALLY LINEAR MODEL//NONPARAMETRIC REGRESSION//VARYING COEFFICIENT MODELS
3 0.0000149061 BANDWIDTH SELECTION//MEAN INTEGRATED SQUARED ERROR//DENSITY ESTIMATION
4 0.0000138335 LEAST CONCAVE MAJORANT//MONOTONE DENSITY//CONCAVE MAJORANT
5 0.0000109269 LOCALLY STATIONARY PROCESSES//LOCAL STATIONARITY//LOCALLY STATIONARY PROCESS
6 0.0000108738 WHITE NOISE MODEL//ADAPTIVE CURVE ESTIMATION//DENSITY DECONVOLUTION
7 0.0000096526 DISCREPANCY PRINCIPLE//DYNAMICAL SYSTEMS METHOD DSM//NONLINEAR ILL POSED PROBLEMS
8 0.0000096485 CANTABRIAN BASIN AUTHOR//STATISTICAL LEARNING TECHNIQUES//TWO SCALE DISCRETIZATION
9 0.0000088237 BENTHIFICATION//CIENCIAS BIOMED ANAT//CONTOURIZATION
10 0.0000087620 SEASONAL ADJUSTMENT//X 11//INNOVATION OUTLIER