Class information for:
Level 1: SQUARED LOSS MUTUAL INFORMATION//DENSITY RATIO ESTIMATION//DISAGREEMENT COEFFICIENT

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
20199 409 30.6 35%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)


ID, lev.
above		 Publications Label for level above
396 16220 CREDIT SCORING//MACHINE LEARNING//FEATURE SELECTION

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 SQUARED LOSS MUTUAL INFORMATION Author keyword 20 100% 2% 9
2 DENSITY RATIO ESTIMATION Author keyword 10 63% 2% 10
3 DISAGREEMENT COEFFICIENT Author keyword 6 80% 1% 4
4 BATCH MODE ACTIVE LEARNING Author keyword 4 67% 1% 4
5 COVARIATE SHIFT ADAPTATION Author keyword 4 67% 1% 4
6 COVARIATE SHIFT Author keyword 4 34% 2% 10
7 BAYES CLASSIFIERS Author keyword 4 75% 1% 3
8 LEAST SQUARES PROBABILISTIC CLASSIFIER Author keyword 4 75% 1% 3
9 PEARSON DIVERGENCE Author keyword 4 75% 1% 3
10 SELECTIVE SAMPLING Author keyword 3 22% 3% 13

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 SQUARED LOSS MUTUAL INFORMATION 20 100% 2% 9 Search SQUARED+LOSS+MUTUAL+INFORMATION Search SQUARED+LOSS+MUTUAL+INFORMATION
2 DENSITY RATIO ESTIMATION 10 63% 2% 10 Search DENSITY+RATIO+ESTIMATION Search DENSITY+RATIO+ESTIMATION
3 DISAGREEMENT COEFFICIENT 6 80% 1% 4 Search DISAGREEMENT+COEFFICIENT Search DISAGREEMENT+COEFFICIENT
4 BATCH MODE ACTIVE LEARNING 4 67% 1% 4 Search BATCH+MODE+ACTIVE+LEARNING Search BATCH+MODE+ACTIVE+LEARNING
5 COVARIATE SHIFT ADAPTATION 4 67% 1% 4 Search COVARIATE+SHIFT+ADAPTATION Search COVARIATE+SHIFT+ADAPTATION
6 COVARIATE SHIFT 4 34% 2% 10 Search COVARIATE+SHIFT Search COVARIATE+SHIFT
7 BAYES CLASSIFIERS 4 75% 1% 3 Search BAYES+CLASSIFIERS Search BAYES+CLASSIFIERS
8 LEAST SQUARES PROBABILISTIC CLASSIFIER 4 75% 1% 3 Search LEAST+SQUARES+PROBABILISTIC+CLASSIFIER Search LEAST+SQUARES+PROBABILISTIC+CLASSIFIER
9 PEARSON DIVERGENCE 4 75% 1% 3 Search PEARSON+DIVERGENCE Search PEARSON+DIVERGENCE
10 SELECTIVE SAMPLING 3 22% 3% 13 Search SELECTIVE+SAMPLING Search SELECTIVE+SAMPLING

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 COVARIATE SHIFT ADAPTATION 16 65% 4% 15
2 INCOMPLETE KNOWLEDGE 9 64% 2% 9
3 COVARIATE SHIFT 7 34% 4% 18
4 IMAGE MODELS 2 67% 0% 2
5 REJECT RULE 2 67% 0% 2
6 RADEMACHER COMPLEXITIES 1 100% 0% 2
7 REJECT OPTION 1 19% 1% 5
8 DENSITY RATIO MODELS 1 50% 0% 1
9 REJECTION RULE 1 50% 0% 1
10 LEAF IMAGES 0 33% 0% 1

Journals

Reviews


Title Publ. year Cit. Active
references		 % act. ref.
to same field
Active learning with support vector machines 2014 1 12 33%
Machine Learning with Squared-Loss Mutual Information 2013 0 47 36%

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 COGNIT UBIQUITOUS COMP CUBIC 3 100% 0.7% 3
2 COMP SCI MATH INFORMAT 1 17% 1.5% 6
3 CAD KNOWLEDGE SOLUT IKM CKS 1 50% 0.2% 1
4 CORP TECHNOL IMAGING COMP VIS 1 50% 0.2% 1
5 EQUIPE NUTRIOM 7 1 50% 0.2% 1
6 EQUIPE SEQUEL 1 50% 0.2% 1
7 MOE ELECT ENGN COMP SCI 1 50% 0.2% 1
8 DIPARTIMENTO AUTOMAZ ELETTROMAGNET INGN INFORMAZ 1 25% 0.5% 2
9 DATA ANAL MACHINE INTELLIGENCE 0 33% 0.2% 1
10 FRE2848 0 33% 0.2% 1

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000260832 TRANSFER LEARNING//MULTITASK LEARNING//DOMAIN ADAPTATION
2 0.0000167658 CLASS IMBALANCE PROBLEM//CLASS IMBALANCE//COST SENSITIVE LEARNING
3 0.0000141315 SUBSPACE INFORMATION CRITERION//PARTIAL PROJECTION FILTER//REACTANCE LOADING
4 0.0000131800 COEFFICIENT REGULARIZATION//SAMPLE COMPRESSION//LEARNING THEORY
5 0.0000121279 MULTI LABEL CLASSIFICATION//IMAGE ANNOTATION//MULTIPLE INSTANCE LEARNING
6 0.0000099214 PROTOTYPE SELECTION//INSTANCE SELECTION//PROTOTYPE REDUCTION SCHEMES PRS
7 0.0000095415 OUTLIER DETECTION//NOVELTY DETECTION//ONE CLASS CLASSIFICATION
8 0.0000094632 BOOSTING//BAGGING//ENSEMBLE PRUNING
9 0.0000081795 CONCEPT DRIFT//VERY FAST DECISION TREE//DATA STREAMS
10 0.0000074849 MAT NANOTECHNOL GRP//MAT ENGN MECH//BIOTECH SYST ENGN