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

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
14382 773 29.2 41%


Bar chart of Publication_year

Last years might be incomplete

Hierarchy of classes
The table includes all classes above and classes immediately below the current class.


Cluster id Level Cluster label #P
9 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//COMPUTER SCIENCE, INFORMATION SYSTEMS 1247339
211 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//IEEE TRANSACTIONS ON NEURAL NETWORKS//DATA MINING 51632
235 2             COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//MACHINE LEARNING 20237
14382 1                   ONE CLASS CLASSIFICATION//NOVELTY DETECTION//OUTLIER DETECTION 773

Terms with highest relevance score


rank Term termType Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 ONE CLASS CLASSIFICATION authKW 1053294 8% 44% 60
2 NOVELTY DETECTION authKW 935111 11% 29% 82
3 OUTLIER DETECTION authKW 888181 16% 19% 121
4 SUPPORT VECTOR DATA DESCRIPTION authKW 342437 4% 30% 29
5 SUPPORT VECTOR CLUSTERING authKW 336779 2% 47% 18
6 ONE CLASS SUPPORT VECTOR MACHINE authKW 208599 2% 41% 13
7 SUPPORT VECTOR DOMAIN DESCRIPTION authKW 207891 1% 53% 10
8 DISTANCE BASED OUTLIERS authKW 203146 1% 86% 6
9 DATA DOMAIN DESCRIPTION authKW 197505 1% 100% 5
10 PRE IMAGE PROBLEM authKW 193551 1% 70% 7

Web of Science journal categories


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 Computer Science, Artificial Intelligence 40630 60% 0% 460
2 Computer Science, Information Systems 5341 22% 0% 169
3 Engineering, Electrical & Electronic 1525 27% 0% 212
4 Computer Science, Theory & Methods 1116 11% 0% 85
5 Operations Research & Management Science 551 6% 0% 50
6 Computer Science, Software Engineering 460 6% 0% 47
7 Automation & Control Systems 332 5% 0% 36
8 Computer Science, Hardware & Architecture 295 4% 0% 29
9 Computer Science, Interdisciplinary Applications 173 5% 0% 36
10 Robotics 166 1% 0% 11

Address terms


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 CONTROL THEORY TECHNOL 70220 1% 44% 4
2 GENIE 1 52667 0% 67% 2
3 ARTIFICIAL INTELLIGENCE DECIS SUPPORT LIAAD 44435 0% 38% 3
4 ADV OPERAT CONCEPTS OFF 39501 0% 100% 1
5 ADV STEEL TECHNOL 39501 0% 100% 1
6 ADVANCED INFORMAT TECHNOL 39501 0% 100% 1
7 ANAL SYST LASYS 39501 0% 100% 1
8 ARRAY INTEGRAT ENGN 39501 0% 100% 1
9 BOEING MATH GRP 39501 0% 100% 1
10 COEVOLUT SOCIAL SYST INNOVAT 39501 0% 100% 1

Journals


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class
1 INTELLIGENT DATA ANALYSIS 28517 3% 3% 21
2 DATA MINING AND KNOWLEDGE DISCOVERY 27110 3% 3% 20
3 KNOWLEDGE AND INFORMATION SYSTEMS 19799 3% 2% 23
4 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 10264 4% 1% 28
5 PATTERN RECOGNITION 7028 5% 1% 35
6 PATTERN RECOGNITION LETTERS 5721 4% 1% 29
7 JOURNAL OF AEROSPACE INFORMATION SYSTEMS 5633 1% 3% 5
8 EXPERT SYSTEMS WITH APPLICATIONS 4536 5% 0% 35
9 GEOINFORMATICA 2895 1% 1% 5
10 NEUROCOMPUTING 2541 3% 0% 25

Author Key Words


Rank Term Chi square Shr. of publ. in
class containing
term		 Class's shr. of
term's tot. occurrences		 #P with
term in
class		 LCSH search Wikipedia search
1 ONE CLASS CLASSIFICATION 1053294 8% 44% 60 Search ONE+CLASS+CLASSIFICATION Search ONE+CLASS+CLASSIFICATION
2 NOVELTY DETECTION 935111 11% 29% 82 Search NOVELTY+DETECTION Search NOVELTY+DETECTION
3 OUTLIER DETECTION 888181 16% 19% 121 Search OUTLIER+DETECTION Search OUTLIER+DETECTION
4 SUPPORT VECTOR DATA DESCRIPTION 342437 4% 30% 29 Search SUPPORT+VECTOR+DATA+DESCRIPTION Search SUPPORT+VECTOR+DATA+DESCRIPTION
5 SUPPORT VECTOR CLUSTERING 336779 2% 47% 18 Search SUPPORT+VECTOR+CLUSTERING Search SUPPORT+VECTOR+CLUSTERING
6 ONE CLASS SUPPORT VECTOR MACHINE 208599 2% 41% 13 Search ONE+CLASS+SUPPORT+VECTOR+MACHINE Search ONE+CLASS+SUPPORT+VECTOR+MACHINE
7 SUPPORT VECTOR DOMAIN DESCRIPTION 207891 1% 53% 10 Search SUPPORT+VECTOR+DOMAIN+DESCRIPTION Search SUPPORT+VECTOR+DOMAIN+DESCRIPTION
8 DISTANCE BASED OUTLIERS 203146 1% 86% 6 Search DISTANCE+BASED+OUTLIERS Search DISTANCE+BASED+OUTLIERS
9 DATA DOMAIN DESCRIPTION 197505 1% 100% 5 Search DATA+DOMAIN+DESCRIPTION Search DATA+DOMAIN+DESCRIPTION
10 PRE IMAGE PROBLEM 193551 1% 70% 7 Search PRE+IMAGE+PROBLEM Search PRE+IMAGE+PROBLEM

Core articles
The table includes core articles in the class. The following variables is taken into account for the relevance score of an article in a cluster c:
(1) Number of references referring to publications in the class.
(2) Share of total number of active references referring to publications in the class.
(3) Age of the article. New articles get higher score than old articles.
(4) Citation rate, normalized to year.


Rank Reference # ref.
in cl.		 Shr. of ref. in
cl.		 Citations
1 PIMENTEL, MAF , CLIFTON, DA , CLIFTON, L , TARASSENKO, L , (2014) A REVIEW OF NOVELTY DETECTION.SIGNAL PROCESSING. VOL. 99. ISSUE . P. 215 -249 61 47% 73
2 CHANDOLA, V , BANERJEE, A , KUMAR, V , (2009) ANOMALY DETECTION: A SURVEY.ACM COMPUTING SURVEYS. VOL. 41. ISSUE 3. P. - 36 43% 929
3 DING, XM , LI, YH , BELATRECHE, A , MAGUIRE, LP , (2014) AN EXPERIMENTAL EVALUATION OF NOVELTY DETECTION METHODS.NEUROCOMPUTING. VOL. 135. ISSUE . P. 313-327 34 58% 15
4 KITTLER, J , CHRISTMAS, W , DE CAMPOS, T , WINDRIDGE, D , YAN, F , ILLINGWORTH, J , OSMAN, M , (2014) DOMAIN ANOMALY DETECTION IN MACHINE PERCEPTION: A SYSTEM ARCHITECTURE AND TAXONOMY.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE. VOL. 36. ISSUE 5. P. 845-859 19 76% 2
5 LI, HN , PING, Y , (2015) RECENT ADVANCES IN SUPPORT VECTOR CLUSTERING: THEORY AND APPLICATIONS.INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE. VOL. 29. ISSUE 1. P. - 28 47% 1
6 LIU, JC , MIAO, QG , SUN, YN , SONG, JF , QUAN, YN , (2016) MODULAR ENSEMBLES FOR ONE-CLASS CLASSIFICATION BASED ON DENSITY ANALYSIS.NEUROCOMPUTING. VOL. 171. ISSUE . P. 262 -276 18 64% 1
7 CHA, M , KIM, JS , BAEK, JG , (2014) DENSITY WEIGHTED SUPPORT VECTOR DATA DESCRIPTION.EXPERT SYSTEMS WITH APPLICATIONS. VOL. 41. ISSUE 7. P. 3343-3350 15 79% 10
8 DING, XM , LI, YH , BELATRECHE, A , MAGUIRE, LP , (2015) NOVELTY DETECTION USING LEVEL SET METHODS.IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS. VOL. 26. ISSUE 3. P. 576 -588 25 48% 1
9 DANESHPAZHOUH, A , SAMI, A , (2014) ENTROPY-BASED OUTLIER DETECTION USING SEMI-SUPERVISED APPROACH WITH FEW POSITIVE EXAMPLES.PATTERN RECOGNITION LETTERS. VOL. 49. ISSUE . P. 77 -84 11 100% 8
10 SCHUBERT, E , ZIMEK, A , KRIEGEL, HP , (2014) LOCAL OUTLIER DETECTION RECONSIDERED: A GENERALIZED VIEW ON LOCALITY WITH APPLICATIONS TO SPATIAL, VIDEO, AND NETWORK OUTLIER DETECTION.DATA MINING AND KNOWLEDGE DISCOVERY. VOL. 28. ISSUE 1. P. 190-237 14 64% 23

Classes with closest relation at Level 1


Rank Class id link
1 24798 DATA ANOMALY DETECTION//DECENTRALISED OPTIMISATION//EMBEDDED DEBUGGING
2 7457 INTRUSION DETECTION//INTRUSION DETECTION SYSTEM//ALERT CORRELATION
3 2578 SUPPORT VECTOR MACHINE//TWIN SUPPORT VECTOR MACHINE//MULTI CLASS CLASSIFICATION
4 19536 CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION
5 15239 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE
6 23763 FRAUD DETECTION//INSURANCE FRAUD//CREDIT CARD FRAUD DETECTION
7 35708 TREE KERNELS//RATIONAL KERNELS//STRING KERNELS
8 31923 REJECT OPTIONS//REJECT OPTION//CHOWS RULE
9 27075 KEYSTROKE DYNAMICS//MOUSE DYNAMICS//BEHAVIORAL BIOMETRICS
10 32943 BANKNOTE RECOGNITION//CAMOUFLAGE MATERIALS//PAPER CURRENCY RECOGNITION

Go to start page