Class information for:
Level 1: CONCEPT DRIFT//VERY FAST DECISION TREE//DATA STREAMS

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
19406 443 31.2 31%


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 CONCEPT DRIFT Author keyword 42 36% 21% 94
2 VERY FAST DECISION TREE Author keyword 6 100% 1% 4
3 DATA STREAMS Author keyword 6 11% 11% 49
4 DATA STREAM CLASSIFICATION Author keyword 5 47% 2% 8
5 CONCEPT DRIFT DETECTION Author keyword 4 67% 1% 4
6 INCREMENTAL DECISION TREES Author keyword 3 100% 1% 3
7 POSITIVE UNLABELLED LEARNING Author keyword 3 100% 1% 3
8 MINING DATA STREAMS Author keyword 2 67% 0% 2
9 MULTIDIMENSIONAL DATA STREAMS Author keyword 2 67% 0% 2
10 POSITIVE UNLABELED LEARNING Author keyword 2 50% 1% 3

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 CONCEPT DRIFT 42 36% 21% 94 Search CONCEPT+DRIFT Search CONCEPT+DRIFT
2 VERY FAST DECISION TREE 6 100% 1% 4 Search VERY+FAST+DECISION+TREE Search VERY+FAST+DECISION+TREE
3 DATA STREAMS 6 11% 11% 49 Search DATA+STREAMS Search DATA+STREAMS
4 DATA STREAM CLASSIFICATION 5 47% 2% 8 Search DATA+STREAM+CLASSIFICATION Search DATA+STREAM+CLASSIFICATION
5 CONCEPT DRIFT DETECTION 4 67% 1% 4 Search CONCEPT+DRIFT+DETECTION Search CONCEPT+DRIFT+DETECTION
6 INCREMENTAL DECISION TREES 3 100% 1% 3 Search INCREMENTAL+DECISION+TREES Search INCREMENTAL+DECISION+TREES
7 POSITIVE UNLABELLED LEARNING 3 100% 1% 3 Search POSITIVE+UNLABELLED+LEARNING Search POSITIVE+UNLABELLED+LEARNING
8 MINING DATA STREAMS 2 67% 0% 2 Search MINING+DATA+STREAMS Search MINING+DATA+STREAMS
9 MULTIDIMENSIONAL DATA STREAMS 2 67% 0% 2 Search MULTIDIMENSIONAL+DATA+STREAMS Search MULTIDIMENSIONAL+DATA+STREAMS
10 POSITIVE UNLABELED LEARNING 2 50% 1% 3 Search POSITIVE+UNLABELED+LEARNING Search POSITIVE+UNLABELED+LEARNING

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 CONCEPT DRIFT 13 42% 6% 25
2 EVOLVING DATA STREAMS 12 75% 2% 9
3 DRIFTING CONCEPTS 11 69% 2% 9
4 WEIGHTED MAJORITY 7 57% 2% 8
5 TIME ADAPTIVE CLASSIFIERS 5 54% 2% 7
6 FUZZY DATA ANALYSIS 2 67% 0% 2
7 MINING DATA STREAMS 2 67% 0% 2
8 DATA STREAMS 2 10% 5% 20
9 NEGATIVE EXAMPLES 2 25% 1% 6
10 EVOLVING DATA 2 43% 1% 3

Journals

Reviews


Title Publ. year Cit. Active
references		 % act. ref.
to same field
Advances in data stream mining 2012 10 1 100%
Knowledge discovery in data streams with regression tree methods 2012 5 19 37%
Data stream mining in ubiquitous environments: state-of-the-art and current directions 2014 1 27 41%
Dynamic clustering with soft computing 2012 3 21 33%
Collaborative Semantic Tagging and Annotation Systems 2009 2 7 29%

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 LEHRSTUHL UNTERNEHMENSFOR 1 30% 0.7% 3
2 SIGNAL PROC PATTERN RECOGNIT 1 40% 0.5% 2
3 DATA MANAGEMENT DATA EXPLORAT GRP 1 27% 0.7% 3
4 MACHINE LEARNING INFERENCE 1 23% 0.7% 3
5 AUTOMAT CONTROL MICROMECHATRON SYST DEP 1 50% 0.2% 1
6 CRC CORP SANITARIA 1 50% 0.2% 1
7 ENGN ARQUITECTURA SALLE 1 50% 0.2% 1
8 EQUIPE BDAA 1 50% 0.2% 1
9 KNOWLEDGE MANAGEMENT DISCOVERY GRP 1 50% 0.2% 1
10 LIAAD INESC 1 50% 0.2% 1

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000137263 BOOSTING//BAGGING//ENSEMBLE PRUNING
2 0.0000123144 NUMERICAL ATTRIBUTES//FUZZY DECISION TREES//CASCADE GENERALIZATION
3 0.0000122351 MULTIPLE QUERY OPTIMIZATION//DATA STREAM PROCESSING//CONTINUOUS QUERIES
4 0.0000108963 OUTLIER DETECTION//NOVELTY DETECTION//ONE CLASS CLASSIFICATION
5 0.0000095646 TIME SERIES CLASSIFICATION//TIME SERIES DATABASES//SIMILAR SEQUENCE MATCHING
6 0.0000092426 CLASS IMBALANCE PROBLEM//CLASS IMBALANCE//COST SENSITIVE LEARNING
7 0.0000088209 PROTOTYPE SELECTION//INSTANCE SELECTION//PROTOTYPE REDUCTION SCHEMES PRS
8 0.0000087745 MOBILE DECISION SUPPORT//ANESTHESIA SERV MED GRP//COMPUTER BASED PREDICTION
9 0.0000086666 ANTI SPAM FILTERING//SPAM FILTERING//SPAM
10 0.0000081795 SQUARED LOSS MUTUAL INFORMATION//DENSITY RATIO ESTIMATION//DISAGREEMENT COEFFICIENT