Class information for:
Level 2: ASSOCIATION RULES//DATA MINING//FREQUENT ITEMSETS

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
2216 4819 30.5 36%


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
9382 1                   CUSTOMER RELATIONSHIP MANAGEMENT//CUSTOMER LIFETIME VALUE//LOYALTY PROGRAMS 1160
23763 1                   FRAUD DETECTION//INSURANCE FRAUD//CREDIT CARD FRAUD DETECTION 335
24901 1                   PMML//CRISP DM//OLE DB 298
29729 1                   INT WEB INTELLIGENCE CONSORTIUM WIC//TRANSPARENT COMPUTING//CYBER INDIVIDUAL 181
30128 1                   SPATIAL ASSOCIATION RULES//SPATIAL DATA MINING//SPATIAL CO LOCATION PATTERNS 174
31182 1                   SPORTS PHARMACIST//BMJ LEARNING QUAL//CLEARINGHOUSE PL PUBL SERV 157
36555 1                   MANAGEMENT SCI DECIS MAKING//BRAND SPECTRUM//ANALYTICAL INFORMATION SYSTEM 78

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 1142533 8% 47% 383
2 DATA MINING authKW 1042115 24% 15% 1135
3 FREQUENT ITEMSETS authKW 543729 2% 83% 104
4 SEQUENTIAL PATTERNS authKW 530720 2% 70% 119
5 CUSTOMER RELATIONSHIP MANAGEMENT authKW 519076 4% 45% 184
6 CUSTOMER LIFETIME VALUE authKW 397696 2% 70% 90
7 FREQUENT PATTERNS authKW 304065 2% 66% 73
8 FREQUENT PATTERN MINING authKW 292866 1% 68% 68
9 UTILITY MINING authKW 235699 1% 93% 40
10 INCREMENTAL MINING authKW 227089 1% 81% 44

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 157778 47% 1% 2270
2 Computer Science, Information Systems 64308 30% 1% 1452
3 Operations Research & Management Science 15452 13% 0% 634
4 Business 13962 10% 0% 489
5 Computer Science, Theory & Methods 8282 12% 0% 575
6 Computer Science, Software Engineering 3220 6% 0% 309
7 Management 2821 6% 0% 273
8 Engineering, Electrical & Electronic 2722 16% 0% 775
9 Computer Science, Interdisciplinary Applications 1814 6% 0% 281
10 Information Science & Library Science 1199 3% 0% 131

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 62070 0% 70% 14
2 SHENZHEN INTERNET INFORMAT ABORAT 53160 0% 44% 19
3 HIIT BASIC UNIT 30264 0% 34% 14
4 ING FINANCIAL SERV 28951 0% 57% 8
5 INT WEB INTELLIGENCE CONSORTIUM WIC 26392 0% 83% 5
6 COMP SCI INFORMAT ENGN 26194 4% 2% 213
7 COMP SCI 26189 17% 1% 805
8 EXCELLENCE BRAND CUSTOMER MANAGEMENT 24878 0% 30% 13
9 INFORMAT MANAGEMENT 23023 4% 2% 187
10 PISA KDD 22800 0% 60% 6

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 141267 2% 20% 114
2 EXPERT SYSTEMS WITH APPLICATIONS 92361 8% 4% 393
3 INTELLIGENT DATA ANALYSIS 87738 2% 15% 92
4 KNOWLEDGE AND INFORMATION SYSTEMS 79353 2% 11% 115
5 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 65165 9% 3% 413
6 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 59968 4% 6% 169
7 DATA & KNOWLEDGE ENGINEERING 24429 1% 6% 69
8 JOURNAL OF INTELLIGENT INFORMATION SYSTEMS 23313 1% 8% 47
9 JOURNAL OF INTERACTIVE MARKETING 21233 1% 12% 27
10 KNOWLEDGE-BASED SYSTEMS 20523 2% 3% 95

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 1142533 8% 47% 383 Search ASSOCIATION+RULES Search ASSOCIATION+RULES
2 DATA MINING 1042115 24% 15% 1135 Search DATA+MINING Search DATA+MINING
3 FREQUENT ITEMSETS 543729 2% 83% 104 Search FREQUENT+ITEMSETS Search FREQUENT+ITEMSETS
4 SEQUENTIAL PATTERNS 530720 2% 70% 119 Search SEQUENTIAL+PATTERNS Search SEQUENTIAL+PATTERNS
5 CUSTOMER RELATIONSHIP MANAGEMENT 519076 4% 45% 184 Search CUSTOMER+RELATIONSHIP+MANAGEMENT Search CUSTOMER+RELATIONSHIP+MANAGEMENT
6 CUSTOMER LIFETIME VALUE 397696 2% 70% 90 Search CUSTOMER+LIFETIME+VALUE Search CUSTOMER+LIFETIME+VALUE
7 FREQUENT PATTERNS 304065 2% 66% 73 Search FREQUENT+PATTERNS Search FREQUENT+PATTERNS
8 FREQUENT PATTERN MINING 292866 1% 68% 68 Search FREQUENT+PATTERN+MINING Search FREQUENT+PATTERN+MINING
9 UTILITY MINING 235699 1% 93% 40 Search UTILITY+MINING Search UTILITY+MINING
10 INCREMENTAL MINING 227089 1% 81% 44 Search INCREMENTAL+MINING Search INCREMENTAL+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 DOROTIC, M , BIJMOLT, THA , VERHOEF, PC , (2012) LOYALTY PROGRAMMES: CURRENT KNOWLEDGE AND RESEARCH DIRECTIONS.INTERNATIONAL JOURNAL OF MANAGEMENT REVIEWS. VOL. 14. ISSUE 3. P. 217-237 57 71% 11
5 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 52 79% 4
6 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
7 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
8 DENG, ZH , (2016) DIFFNODESETS: AN EFFICIENT STRUCTURE FOR FAST MINING FREQUENT ITEMSETS.APPLIED SOFT COMPUTING. VOL. 41. ISSUE . P. 214 -223 29 100% 2
9 ABDALLAH, A , MAAROF, MA , ZAINAL, A , (2016) FRAUD DETECTION SYSTEM: A SURVEY.JOURNAL OF NETWORK AND COMPUTER APPLICATIONS. VOL. 67. ISSUE . P. 90 -113 46 67% 1
10 NGAI, EWT , XIU, L , CHAU, DCK , (2009) APPLICATION OF DATA MINING TECHNIQUES IN CUSTOMER RELATIONSHIP MANAGEMENT: A LITERATURE REVIEW AND CLASSIFICATION.EXPERT SYSTEMS WITH APPLICATIONS. VOL. 36. ISSUE 2. P. 2592-2602 49 55% 178

Classes with closest relation at Level 2


Rank Class id link
1 2406 ROUGH SETS//ATTRIBUTE REDUCTION//FORMAL CONCEPT ANALYSIS
2 235 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//MACHINE LEARNING
3 3222 PRIVACY PRESERVING DATA MINING//STATISTICAL DISCLOSURE CONTROL//K ANONYMITY
4 1774 PACKET CLASSIFICATION//SPATIAL DATABASES//SIMILARITY SEARCH
5 250 BUSINESS//ADVANCES IN CONSUMER RESEARCH//JOURNAL OF ADVERTISING RESEARCH
6 164 RECOMMENDER SYSTEMS//COLLABORATIVE FILTERING//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
7 864 INFORMATION SYSTEMS//COMPUTER SCIENCE, INFORMATION SYSTEMS//ACM TRANSACTIONS ON DATABASE SYSTEMS
8 2809 FUZZY TIME SERIES//JOURNAL OF GREY SYSTEM//GM1 1 MODEL
9 3686 HASSE DIAGRAM//LOGICAL ANALYSIS OF DATA//HASSE DIAGRAM TECHNIQUE
10 3588 SCIENCE GATEWAY//PROBLEM SOLVING ENVIRONMENT//DATA PROVENANCE

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