Class information for:
Level 1: ASSOCIATION RULES//DATA MINING//FREQUENT ITEMSETS

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
1900 2436 27.6 33%


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
2216 2             ASSOCIATION RULES//DATA MINING//FREQUENT ITEMSETS 4819
1900 1                   ASSOCIATION RULES//DATA MINING//FREQUENT ITEMSETS 2436

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 ASSOCIATION RULES authKW 1845148 14% 43% 346
2 DATA MINING authKW 1170702 35% 11% 855
3 FREQUENT ITEMSETS authKW 1075832 4% 83% 104
4 SEQUENTIAL PATTERNS authKW 997840 5% 69% 116
5 FREQUENT PATTERNS authKW 601658 3% 66% 73
6 FREQUENT PATTERN MINING authKW 545903 3% 66% 66
7 UTILITY MINING authKW 466347 2% 93% 40
8 INCREMENTAL MINING authKW 449323 2% 81% 44
9 ASSOCIATION RULE MINING authKW 390275 4% 36% 87
10 SEQUENTIAL PATTERN MINING authKW 379226 2% 64% 47

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 151028 65% 1% 1573
2 Computer Science, Information Systems 64576 42% 1% 1028
3 Computer Science, Theory & Methods 7789 16% 0% 390
4 Operations Research & Management Science 3549 9% 0% 220
5 Computer Science, Software Engineering 2953 8% 0% 206
6 Engineering, Electrical & Electronic 1631 17% 0% 420
7 Computer Science, Interdisciplinary Applications 775 5% 0% 132
8 Computer Science, Hardware & Architecture 515 3% 0% 70
9 Computer Science, Cybernetics 226 1% 0% 24
10 Engineering, General 97 2% 0% 50

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 IIIRC 122817 1% 70% 14
2 SHENZHEN INTERNET INFORMAT ABORAT 105200 1% 44% 19
3 HIIT BASIC UNIT 59897 1% 34% 14
4 COMP SCI INFORMAT ENGN 49320 8% 2% 207
5 PISA KDD 45115 0% 60% 6
6 LIPAH 40934 0% 47% 7
7 ARTIFICIAL INTELLIGENCE INFRASTRUCT INFORM 37600 0% 100% 3
8 FUQLING BRANCH 37600 0% 100% 3
9 COMP SCI 35847 27% 0% 662
10 INGN SYST INFORMAT 34110 0% 39% 7

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 DATA MINING AND KNOWLEDGE DISCOVERY 198304 4% 16% 96
2 KNOWLEDGE AND INFORMATION SYSTEMS 143822 5% 10% 110
3 INTELLIGENT DATA ANALYSIS 138011 3% 13% 82
4 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 83942 6% 5% 142
5 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 80685 13% 2% 326
6 EXPERT SYSTEMS WITH APPLICATIONS 32151 7% 2% 165
7 DATA & KNOWLEDGE ENGINEERING 27498 2% 4% 52
8 INTERNATIONAL JOURNAL OF DATA WAREHOUSING AND MINING 25847 1% 13% 16
9 WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY 24423 1% 10% 19
10 JOURNAL OF INTELLIGENT INFORMATION SYSTEMS 24164 1% 6% 34

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 ASSOCIATION RULES 1845148 14% 43% 346 Search ASSOCIATION+RULES Search ASSOCIATION+RULES
2 DATA MINING 1170702 35% 11% 855 Search DATA+MINING Search DATA+MINING
3 FREQUENT ITEMSETS 1075832 4% 83% 104 Search FREQUENT+ITEMSETS Search FREQUENT+ITEMSETS
4 SEQUENTIAL PATTERNS 997840 5% 69% 116 Search SEQUENTIAL+PATTERNS Search SEQUENTIAL+PATTERNS
5 FREQUENT PATTERNS 601658 3% 66% 73 Search FREQUENT+PATTERNS Search FREQUENT+PATTERNS
6 FREQUENT PATTERN MINING 545903 3% 66% 66 Search FREQUENT+PATTERN+MINING Search FREQUENT+PATTERN+MINING
7 UTILITY MINING 466347 2% 93% 40 Search UTILITY+MINING Search UTILITY+MINING
8 INCREMENTAL MINING 449323 2% 81% 44 Search INCREMENTAL+MINING Search INCREMENTAL+MINING
9 ASSOCIATION RULE MINING 390275 4% 36% 87 Search ASSOCIATION+RULE+MINING Search ASSOCIATION+RULE+MINING
10 SEQUENTIAL PATTERN MINING 379226 2% 64% 47 Search SEQUENTIAL+PATTERN+MINING Search SEQUENTIAL+PATTERN+MINING

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 LEE, GG , YUN, U , (2017) A NEW EFFICIENT APPROACH FOR MINING UNCERTAIN FREQUENT PATTERNS USING MINIMUM DATA STRUCTURE WITHOUT FALSE POSITIVES.FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE. VOL. 68. ISSUE . P. 89 -110 19 58% 15
2 LE, T , VO, B , (2016) THE LATTICE-BASED APPROACHES FOR MINING ASSOCIATION RULES: A REVIEW.WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY. VOL. 6. ISSUE 4. P. 140 -151 55 89% 0
3 RYANG, H , YUN, U , (2016) HIGH UTILITY PATTERN MINING OVER DATA STREAMS WITH SLIDING WINDOW TECHNIQUE.EXPERT SYSTEMS WITH APPLICATIONS. VOL. 57. ISSUE . P. 214 -231 42 95% 0
4 HAMROUNI, T , (2012) KEY ROLES OF CLOSED SETS AND MINIMAL GENERATORS IN CONCISE REPRESENTATIONS OF FREQUENT PATTERNS.INTELLIGENT DATA ANALYSIS. VOL. 16. ISSUE 4. P. 581 -631 51 77% 4
5 YUN, U , LEE, G , (2016) INCREMENTAL MINING OF WEIGHTED MAXIMAL FREQUENT ITEMSETS FROM DYNAMIC DATABASES.EXPERT SYSTEMS WITH APPLICATIONS. VOL. 54. ISSUE . P. 304 -327 31 89% 4
6 LEE, G , YUN, U , RYANG, H , KIM, D , (2016) APPROXIMATE MAXIMAL FREQUENT PATTERN MINING WITH WEIGHT CONDITIONS AND ERROR TOLERANCE.INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE. VOL. 30. ISSUE 6. P. - 34 100% 0
7 DENG, ZH , (2016) DIFFNODESETS: AN EFFICIENT STRUCTURE FOR FAST MINING FREQUENT ITEMSETS.APPLIED SOFT COMPUTING. VOL. 41. ISSUE . P. 214 -223 29 100% 2
8 YUN, U , LEE, G , (2016) SLIDING WINDOW BASED WEIGHTED ERASABLE STREAM PATTERN MINING FOR STREAM DATA APPLICATIONS.FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE. VOL. 59. ISSUE . P. 1 -20 25 100% 3
9 YUN, U , RYANG, H , (2015) INCREMENTAL HIGH UTILITY PATTERN MINING WITH STATIC AND DYNAMIC DATABASES.APPLIED INTELLIGENCE. VOL. 42. ISSUE 2. P. 323 -352 30 88% 8
10 SAHOO, J , DAS, AK , GOSWAMI, A , (2015) AN EFFICIENT APPROACH FOR MINING ASSOCIATION RULES FROM HIGH UTILITY ITEMSETS.EXPERT SYSTEMS WITH APPLICATIONS. VOL. 42. ISSUE 13. P. 5754 -5778 29 94% 6

Classes with closest relation at Level 1


Rank Class id link
1 30128 SPATIAL ASSOCIATION RULES//SPATIAL DATA MINING//SPATIAL CO LOCATION PATTERNS
2 36555 MANAGEMENT SCI DECIS MAKING//BRAND SPECTRUM//ANALYTICAL INFORMATION SYSTEM
3 21920 WEB USAGE MINING//WEB LOG MINING//WEB ROBOT DETECTION
4 9346 INDUCTIVE LOGIC PROGRAMMING//SUBGROUP DISCOVERY//STATISTICAL RELATIONAL LEARNING
5 36438 ACTION RULE//ADMINISTRATIVE TRANSPARENCY//FLEXIBLE ATTRIBUTES
6 35648 DISTRIBUTED DENSITY ESTIMATION//IDU GRP//P2P DATA MINING
7 24901 PMML//CRISP DM//OLE DB
8 19412 HEAVY HITTERS//DATA STREAMS//IP FLOWS
9 12185 FORMAL CONCEPT ANALYSIS//CONCEPT LATTICE//FORMAL CONTEXT
10 32287 TESTOR THEORY//GUHA METHOD//NON REDUCIBLE DESCRIPTORS

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