Class information for:
Level 1: MULTI LABEL CLASSIFICATION//IMAGE ANNOTATION//MULTIPLE INSTANCE LEARNING

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
12282 853 35.5 37%


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 MULTI LABEL CLASSIFICATION Author keyword 26 34% 7% 63
2 IMAGE ANNOTATION Author keyword 22 24% 10% 82
3 MULTIPLE INSTANCE LEARNING Author keyword 20 31% 6% 55
4 MULTI LABEL LEARNING Author keyword 17 42% 4% 32
5 MULTILABEL CLASSIFICATION Author keyword 16 60% 2% 18
6 MULTI INSTANCE MULTI LABEL LEARNING Author keyword 15 73% 1% 11
7 MULTI INSTANCE LEARNING Author keyword 11 38% 3% 23
8 LABEL CORRELATIONS Author keyword 9 83% 1% 5
9 TAG REFINEMENT Author keyword 9 55% 1% 11
10 HIERARCHICAL MULTI LABEL CLASSIFICATION Author keyword 8 62% 1% 8

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 MULTI LABEL CLASSIFICATION 26 34% 7% 63 Search MULTI+LABEL+CLASSIFICATION Search MULTI+LABEL+CLASSIFICATION
2 IMAGE ANNOTATION 22 24% 10% 82 Search IMAGE+ANNOTATION Search IMAGE+ANNOTATION
3 MULTIPLE INSTANCE LEARNING 20 31% 6% 55 Search MULTIPLE+INSTANCE+LEARNING Search MULTIPLE+INSTANCE+LEARNING
4 MULTI LABEL LEARNING 17 42% 4% 32 Search MULTI+LABEL+LEARNING Search MULTI+LABEL+LEARNING
5 MULTILABEL CLASSIFICATION 16 60% 2% 18 Search MULTILABEL+CLASSIFICATION Search MULTILABEL+CLASSIFICATION
6 MULTI INSTANCE MULTI LABEL LEARNING 15 73% 1% 11 Search MULTI+INSTANCE+MULTI+LABEL+LEARNING Search MULTI+INSTANCE+MULTI+LABEL+LEARNING
7 MULTI INSTANCE LEARNING 11 38% 3% 23 Search MULTI+INSTANCE+LEARNING Search MULTI+INSTANCE+LEARNING
8 LABEL CORRELATIONS 9 83% 1% 5 Search LABEL+CORRELATIONS Search LABEL+CORRELATIONS
9 TAG REFINEMENT 9 55% 1% 11 Search TAG+REFINEMENT Search TAG+REFINEMENT
10 HIERARCHICAL MULTI LABEL CLASSIFICATION 8 62% 1% 8 Search HIERARCHICAL+MULTI+LABEL+CLASSIFICATION Search HIERARCHICAL+MULTI+LABEL+CLASSIFICATION

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 TEXT CATEGORIZATION 15 17% 9% 81
2 LABEL CLASSIFICATION 15 88% 1% 7
3 IMAGE ANNOTATION 8 34% 2% 20
4 CONCEPT ONTOLOGY 8 60% 1% 9
5 MEDIA RETRIEVAL 6 100% 0% 4
6 MULTI LABEL CLASSIFICATION 4 67% 0% 4
7 LINEAR NEIGHBORHOOD PROPAGATION 3 60% 0% 3
8 VIDEO ANNOTATION 2 24% 1% 7
9 ANNOTATING IMAGES 1 100% 0% 2
10 EXPRESSION PATTERN ANNOTATION 1 100% 0% 2

Journals

Reviews


Title Publ. year Cit. Active
references		 % act. ref.
to same field
A Review on Multi-Label Learning Algorithms 2014 24 29 79%
A review of multi-instance learning assumptions 2010 22 6 100%
Sparse coding and classifier ensemble based multi-instance learning for image categorization 2013 7 23 30%
Multi-label learning: a review of the state of the art and ongoing research 2014 0 87 55%
Graph-Based Label Propagation in Digital Media: A Review 2015 0 46 26%
A survey on multi-output regression 2015 0 38 24%

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 SOCIAL COMP INFORMAT RETRIEVAL 4 75% 0.4% 3
2 KNOWLEDGE TECHNOL 2 14% 1.9% 16
3 MOE DATA ENGN KNOWLEDGE ENGN 2 67% 0.2% 2
4 COMP SCI NUMER ANAL 2 12% 1.6% 14
5 COMP GR H IMAGING VIS CGIV GRP 1 100% 0.2% 2
6 SMILES 1 33% 0.4% 3
7 INTERNET MEDIA GRP 1 23% 0.4% 3
8 CIENCIAS MATEMAT COMPUTACAO ICMC 1 50% 0.1% 1
9 COMP AIDED DIAG THER Y SOLUT 1 50% 0.1% 1
10 ENGN DIGITAL COMMUNITY 1 50% 0.1% 1

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000242532 TRANSFER LEARNING//MULTITASK LEARNING//DOMAIN ADAPTATION
2 0.0000209959 CONTENT BASED IMAGE RETRIEVAL//RELEVANCE FEEDBACK//IMAGE RETRIEVAL
3 0.0000208530 VIDEO COPY DETECTION//MOBILE LANDMARK RECOGNITION//SCENE CLASSIFICATION
4 0.0000121279 SQUARED LOSS MUTUAL INFORMATION//DENSITY RATIO ESTIMATION//DISAGREEMENT COEFFICIENT
5 0.0000119833 SENTIMENT ANALYSIS//OPINION MINING//SENTIMENT CLASSIFICATION
6 0.0000106506 TEXT CATEGORIZATION//TEXT CLASSIFICATION//LATENT SEMANTIC INDEXING
7 0.0000106264 PEDESTRIAN DETECTION//HUMAN DETECTION//PEOPLE COUNTING
8 0.0000097026 VIDEO SUMMARIZATION//VIDEO INDEXING//SPORTS VIDEO ANALYSIS
9 0.0000084649 BOOSTING//BAGGING//ENSEMBLE PRUNING
10 0.0000066207 CLASS IMBALANCE PROBLEM//CLASS IMBALANCE//COST SENSITIVE LEARNING