Class information for:
Level 1: OUTLIER DETECTION//NOVELTY DETECTION//ONE CLASS CLASSIFICATION

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
14200 720 29.4 38%


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 OUTLIER DETECTION Author keyword 16 14% 15% 109
2 NOVELTY DETECTION Author keyword 16 19% 11% 76
3 ONE CLASS CLASSIFICATION Author keyword 11 22% 6% 43
4 DATA DOMAIN DESCRIPTION Author keyword 9 83% 1% 5
5 DISTANCE BASED OUTLIERS Author keyword 9 83% 1% 5
6 SUPPORT VECTOR CLUSTERING Author keyword 6 31% 2% 17
7 SUPPORT VECTOR DOMAIN DESCRIPTION Author keyword 4 36% 1% 9
8 SUPPORT VECTOR DATA DESCRIPTION Author keyword 4 15% 3% 22
9 ONE CLASS CLASSIFICATION OCC Author keyword 3 100% 0% 3
10 DATA ANOMALY DETECTION 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 OUTLIER DETECTION 16 14% 15% 109 Search OUTLIER+DETECTION Search OUTLIER+DETECTION
2 NOVELTY DETECTION 16 19% 11% 76 Search NOVELTY+DETECTION Search NOVELTY+DETECTION
3 ONE CLASS CLASSIFICATION 11 22% 6% 43 Search ONE+CLASS+CLASSIFICATION Search ONE+CLASS+CLASSIFICATION
4 DATA DOMAIN DESCRIPTION 9 83% 1% 5 Search DATA+DOMAIN+DESCRIPTION Search DATA+DOMAIN+DESCRIPTION
5 DISTANCE BASED OUTLIERS 9 83% 1% 5 Search DISTANCE+BASED+OUTLIERS Search DISTANCE+BASED+OUTLIERS
6 SUPPORT VECTOR CLUSTERING 6 31% 2% 17 Search SUPPORT+VECTOR+CLUSTERING Search SUPPORT+VECTOR+CLUSTERING
7 SUPPORT VECTOR DOMAIN DESCRIPTION 4 36% 1% 9 Search SUPPORT+VECTOR+DOMAIN+DESCRIPTION Search SUPPORT+VECTOR+DOMAIN+DESCRIPTION
8 SUPPORT VECTOR DATA DESCRIPTION 4 15% 3% 22 Search SUPPORT+VECTOR+DATA+DESCRIPTION Search SUPPORT+VECTOR+DATA+DESCRIPTION
9 ONE CLASS CLASSIFICATION OCC 3 100% 0% 3 Search ONE+CLASS+CLASSIFICATION+OCC Search ONE+CLASS+CLASSIFICATION+OCC
10 DATA ANOMALY DETECTION 2 67% 0% 2 Search DATA+ANOMALY+DETECTION Search DATA+ANOMALY+DETECTION

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 LOCAL OUTLIERS 12 53% 2% 16
2 NOVELTY DETECTION 11 15% 9% 66
3 DISTANCE BASED OUTLIERS 11 67% 1% 10
4 DOMAIN DESCRIPTION 5 38% 1% 10
5 WAVELET BASED DETECTION 4 75% 0% 3
6 ONE CLASS CLASSIFICATION 3 32% 1% 8
7 DIMENSIONAL DATA SETS 3 60% 0% 3
8 VECTOR DATA DESCRIPTION 2 19% 1% 9
9 EVENT BOUNDARY DETECTION 1 50% 0% 2
10 UNSUPERVISED OUTLIER DETECTION 1 100% 0% 2

Journals

Reviews


Title Publ. year Cit. Active references % act. ref.
to same field
Anomaly Detection: A Survey 2009 483 79 42%
A review of novelty detection 2014 12 127 47%
Novelty detection: a review - part 1: statistical approaches 2003 388 14 50%
Novelty detection: a review - part 2: neural network based approaches 2003 237 20 40%
One-class classification: taxonomy of study and review of techniques 2014 3 57 39%
Advancements of Data Anomaly Detection Research in Wireless Sensor Networks: A Survey and Open Issues 2013 2 37 51%

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 UNITE RECH SIGNAL IMAGE RECONNAISSANCE FORMES 2 67% 0.3% 2
2 PHOTO ENGN 1 100% 0.3% 2
3 NICTA VICTORIA S 1 33% 0.4% 3
4 CONTROL THEORY TECHNOL 1 40% 0.3% 2
5 IND SCI TECHNOL INDI 1 40% 0.3% 2
6 BIG DATA SOFTWARE PLATFORM 1 50% 0.1% 1
7 CHINA SOFTWARE TESTING 1 50% 0.1% 1
8 CONCEPT SYST MICROELECT INFORMAT 1 50% 0.1% 1
9 CONTROL RUMENTAT SECT 1 50% 0.1% 1
10 DATA WEB SCI GRP 1 50% 0.1% 1

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000132585 FRAUD DETECTION//INSURANCE FRAUD//EX POST MORAL HAZARD
2 0.0000132525 INTRUSION DETECTION//ALERT CORRELATION//INTRUSION DETECTION SYSTEM
3 0.0000131329 TWIN SUPPORT VECTOR MACHINE//TWIN SUPPORT VECTOR MACHINES//MULTIPLE KERNEL LEARNING
4 0.0000108963 CONCEPT DRIFT//VERY FAST DECISION TREE//DATA STREAMS
5 0.0000105523 CLASS IMBALANCE PROBLEM//CLASS IMBALANCE//COST SENSITIVE LEARNING
6 0.0000095415 SQUARED LOSS MUTUAL INFORMATION//DENSITY RATIO ESTIMATION//DISAGREEMENT COEFFICIENT
7 0.0000089972 BANKNOTE RECOGNITION//PAPER CURRENCY RECOGNITION//COUNTERFEIT COINS
8 0.0000089546 KEYSTROKE DYNAMICS//MOUSE DYNAMICS//KEYSTROKE ANALYSIS
9 0.0000075806 CAUSALITY GRAPH MODEL//EVENT CORRELATION//COGNIT ENGN PROGRAM
10 0.0000072330 TIME SERIES CLASSIFICATION//TIME SERIES DATABASES//SIMILAR SEQUENCE MATCHING