Class information for:
Level 1: COEFFICIENT REGULARIZATION//SAMPLE COMPRESSION//LEARNING THEORY

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
8827 1146 26.6 44%


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 COEFFICIENT REGULARIZATION Author keyword 30 100% 1% 12
2 SAMPLE COMPRESSION Author keyword 24 91% 1% 10
3 LEARNING THEORY Author keyword 22 21% 8% 95
4 REPRODUCING KERNEL HILBERT SPACE Author keyword 18 22% 6% 71
5 REGULARIZATION ERROR Author keyword 13 71% 1% 10
6 STATISTICAL LEARNING THEORY Author keyword 12 24% 4% 43
7 MARKOV SAMPLING Author keyword 11 78% 1% 7
8 REPRODUCING KERNEL HILBERT SPACES Author keyword 11 24% 3% 39
9 REGULARIZATION SCHEME Author keyword 10 63% 1% 10
10 GENERALIZATION BOUNDS Author keyword 10 42% 2% 18

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 COEFFICIENT REGULARIZATION 30 100% 1% 12 Search COEFFICIENT+REGULARIZATION Search COEFFICIENT+REGULARIZATION
2 SAMPLE COMPRESSION 24 91% 1% 10 Search SAMPLE+COMPRESSION Search SAMPLE+COMPRESSION
3 LEARNING THEORY 22 21% 8% 95 Search LEARNING+THEORY Search LEARNING+THEORY
4 REPRODUCING KERNEL HILBERT SPACE 18 22% 6% 71 Search REPRODUCING+KERNEL+HILBERT+SPACE Search REPRODUCING+KERNEL+HILBERT+SPACE
5 REGULARIZATION ERROR 13 71% 1% 10 Search REGULARIZATION+ERROR Search REGULARIZATION+ERROR
6 STATISTICAL LEARNING THEORY 12 24% 4% 43 Search STATISTICAL+LEARNING+THEORY Search STATISTICAL+LEARNING+THEORY
7 MARKOV SAMPLING 11 78% 1% 7 Search MARKOV+SAMPLING Search MARKOV+SAMPLING
8 REPRODUCING KERNEL HILBERT SPACES 11 24% 3% 39 Search REPRODUCING+KERNEL+HILBERT+SPACES Search REPRODUCING+KERNEL+HILBERT+SPACES
9 REGULARIZATION SCHEME 10 63% 1% 10 Search REGULARIZATION+SCHEME Search REGULARIZATION+SCHEME
10 GENERALIZATION BOUNDS 10 42% 2% 18 Search GENERALIZATION+BOUNDS Search GENERALIZATION+BOUNDS

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 SOFT MARGIN CLASSIFIERS 107 97% 3% 31
2 LEARNING THEORY 56 45% 8% 95
3 REGULARIZED REGRESSION 31 92% 1% 12
4 RISK MINIMIZATION 26 58% 3% 30
5 GENERALIZATION BOUNDS 19 80% 1% 12
6 LOCAL RADEMACHER COMPLEXITIES 17 68% 1% 15
7 FAST RATES 15 88% 1% 7
8 CONCENTRATION INEQUALITIES 12 42% 2% 23
9 RISK BOUNDS 11 69% 1% 9
10 STRUCTURAL RISK MINIMIZATION 10 73% 1% 8

Journals

Reviews


Title Publ. year Cit. Active
references		 % act. ref.
to same field
Kernel methods in machine learning 2008 159 39 15%
Risk bounds for model selection via penalization 1999 245 47 23%
Regularization networks and support vector machines 2000 430 24 17%
A review on consistency and robustness properties of support vector machines for heavy-tailed distributions 2010 0 7 71%
A short review of statistical learning theory 2002 1 4 75%
AUTOMATIC PATTERN-RECOGNITION - A STUDY OF THE PROBABILITY OF ERROR 1988 56 23 9%
REGULARIZATION THEORY AND NEURAL NETWORKS ARCHITECTURES 1995 530 42 2%

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 ICE DMC 6 71% 0.4% 5
2 IFT GLO 4 75% 0.3% 3
3 INFORMAT SCI GRP CCS 3 3 57% 0.3% 4
4 BEIJING MULTIMEDIA INTELLIGENT SOFTWARE T 2 67% 0.2% 2
5 TSI SIGNAL IMAGES 2 67% 0.2% 2
6 DIPARTIMENTO SCI ARCHITETTURA 2 50% 0.3% 3
7 WILLOW PROJECT TEAM 2 33% 0.3% 4
8 ANGEVIN RECH MATHS 1 100% 0.2% 2
9 CLASSIC TEAM 1 100% 0.2% 2
10 JOINT ADV SUZHOU 1 33% 0.3% 3

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000137757 TWIN SUPPORT VECTOR MACHINE//TWIN SUPPORT VECTOR MACHINES//MULTIPLE KERNEL LEARNING
2 0.0000131800 SQUARED LOSS MUTUAL INFORMATION//DENSITY RATIO ESTIMATION//DISAGREEMENT COEFFICIENT
3 0.0000131314 TRANSFER LEARNING//MULTITASK LEARNING//DOMAIN ADAPTATION
4 0.0000130951 MULTIDIMENSIONAL INVARIANCE PRINCIPLE//CADLAG PROCESSES//L P ESTIMATORS
5 0.0000126054 LEHRSTUHL MATH INFORMAT//DIRKSEN//ROOTS SEPARATION
6 0.0000114915 WHITE NOISE MODEL//ADAPTIVE CURVE ESTIMATION//DENSITY DECONVOLUTION
7 0.0000114311 NONPARAMETRIC REGRESSION ESTIMATION//PARTITIONING ESTIMATE//INFINITE ORDER AUTOREGRESSIVE PROCESS
8 0.0000096651 SIGMOIDAL FUNCTIONS//COMMUN COMP SYST SCI DIST//RIDGE FUNCTION
9 0.0000095992 INDUCTIVE INFERENCE//PAC LEARNING//COMPUTATIONAL LEARNING THEORY
10 0.0000095497 LASSO//ORACLE PROPERTY//VARIABLE SELECTION