Class information for:
Level 1: INDUCTIVE LOGIC PROGRAMMING//SUBGROUP DISCOVERY//STATISTICAL RELATIONAL LEARNING

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
9346 1164 29.8 28%


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
9346 1                   INDUCTIVE LOGIC PROGRAMMING//SUBGROUP DISCOVERY//STATISTICAL RELATIONAL LEARNING 1164

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 INDUCTIVE LOGIC PROGRAMMING authKW 2831936 13% 71% 152
2 SUBGROUP DISCOVERY authKW 915822 4% 78% 45
3 STATISTICAL RELATIONAL LEARNING authKW 484143 3% 56% 33
4 PROBABILISTIC LOGIC PROGRAMMING authKW 413136 2% 75% 21
5 MACHINE LEARNING journal 290309 10% 9% 117
6 PREDICATE INVENTION authKW 264499 1% 92% 11
7 DISTRIBUTION SEMANTICS authKW 236084 1% 100% 9
8 LOGIC PROGRAMS WITH ANNOTATED DISJUNCTIONS authKW 236084 1% 100% 9
9 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE journal 198875 30% 2% 353
10 RELATIONAL LEARNING authKW 157998 2% 22% 27

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 99675 76% 0% 882
2 Computer Science, Theory & Methods 10767 27% 0% 311
3 Computer Science, Information Systems 3523 15% 0% 171
4 Logic 2001 3% 0% 34
5 Computer Science, Software Engineering 1250 8% 0% 93
6 Computer Science, Cybernetics 568 2% 0% 25
7 Computer Science, Hardware & Architecture 387 4% 0% 41
8 Automation & Control Systems 174 3% 0% 34
9 Computer Science, Interdisciplinary Applications 167 4% 0% 45
10 Robotics 125 1% 0% 12

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 LANGUAGES SYST AREA 78695 0% 100% 3
2 MEMEMEDIA 52463 0% 100% 2
3 DIPARTIMENTO INFORMAT 47467 6% 2% 74
4 KNOWLEDGE DISCOVERY TEAM 34974 0% 67% 2
5 LS 8 34974 0% 67% 2
6 ARTIFICIAL INTELLIGENCE PL COMP SCI GRP 26232 0% 100% 1
7 BEIJING MUNICIPAL MULTIMED INTELLIGENT 26232 0% 100% 1
8 BIOSTAT MED INFORMT 26232 0% 100% 1
9 BT UK MARKETS 26232 0% 100% 1
10 CNRS INPT UPS UTM UMR5505 UT1 26232 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 MACHINE LEARNING 290309 10% 9% 117
2 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 198875 30% 2% 353
3 THEORY AND PRACTICE OF LOGIC PROGRAMMING 34984 2% 5% 25
4 NEW GENERATION COMPUTING 19369 2% 4% 21
5 ARTIFICIAL INTELLIGENCE 14031 3% 2% 35
6 AI COMMUNICATIONS 11365 1% 3% 15
7 APPLIED ARTIFICIAL INTELLIGENCE 11280 2% 2% 20
8 JOURNAL OF INTELLIGENT INFORMATION SYSTEMS 11198 1% 3% 16
9 DATA MINING AND KNOWLEDGE DISCOVERY 7592 1% 2% 13
10 INTERNATIONAL JOURNAL ON SEMANTIC WEB AND INFORMATION SYSTEMS 5854 1% 4% 6

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 INDUCTIVE LOGIC PROGRAMMING 2831936 13% 71% 152 Search INDUCTIVE+LOGIC+PROGRAMMING Search INDUCTIVE+LOGIC+PROGRAMMING
2 SUBGROUP DISCOVERY 915822 4% 78% 45 Search SUBGROUP+DISCOVERY Search SUBGROUP+DISCOVERY
3 STATISTICAL RELATIONAL LEARNING 484143 3% 56% 33 Search STATISTICAL+RELATIONAL+LEARNING Search STATISTICAL+RELATIONAL+LEARNING
4 PROBABILISTIC LOGIC PROGRAMMING 413136 2% 75% 21 Search PROBABILISTIC+LOGIC+PROGRAMMING Search PROBABILISTIC+LOGIC+PROGRAMMING
5 PREDICATE INVENTION 264499 1% 92% 11 Search PREDICATE+INVENTION Search PREDICATE+INVENTION
6 DISTRIBUTION SEMANTICS 236084 1% 100% 9 Search DISTRIBUTION+SEMANTICS Search DISTRIBUTION+SEMANTICS
7 LOGIC PROGRAMS WITH ANNOTATED DISJUNCTIONS 236084 1% 100% 9 Search LOGIC+PROGRAMS+WITH+ANNOTATED+DISJUNCTIONS Search LOGIC+PROGRAMS+WITH+ANNOTATED+DISJUNCTIONS
8 RELATIONAL LEARNING 157998 2% 22% 27 Search RELATIONAL+LEARNING Search RELATIONAL+LEARNING
9 PROBLOG 157389 1% 100% 6 Search PROBLOG Search PROBLOG
10 PROPOSITIONALIZATION 151762 1% 64% 9 Search PROPOSITIONALIZATION Search PROPOSITIONALIZATION

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 HERRERA, F , CARMONA, CJ , GONZALEZ, P , DEL JESUS, MJ , (2011) AN OVERVIEW ON SUBGROUP DISCOVERY: FOUNDATIONS AND APPLICATIONS.KNOWLEDGE AND INFORMATION SYSTEMS. VOL. 29. ISSUE 3. P. 495 -525 32 76% 48
2 LAVRAC, N , WEBER, I , ZUPANIC, D , KAZAKOV, D , STEPANKOVA, O , DZEROSKI, S , (1996) ILPNET REPOSITORIES ON WWW: INDUCTIVE LOGIC PROGRAMMING SYSTEMS, DATASETS AND BIBLIOGRAPHY.AI COMMUNICATIONS. VOL. 9. ISSUE 4. P. 157 -206 46 96% 3
3 MUGGLETON, S , POOLE, D , BRATKO, I , FLACH, P , INOUE, K , SRINIVASAN, A , DE RAEDT, L , (2012) BIOGRAPHY AND FUTURE CHALLENGES.MACHINE LEARNING. VOL. 86. ISSUE 1. P. 3 -23 27 93% 14
4 BELLODI, E , RIGUZZI, F , (2015) STRUCTURE LEARNING OF PROBABILISTIC LOGIC PROGRAMS BY SEARCHING THE CLAUSE SPACE.THEORY AND PRACTICE OF LOGIC PROGRAMMING. VOL. 15. ISSUE . P. 169 -212 26 84% 0
5 DE RAEDT, L , KIMMIG, A , (2015) PROBABILISTIC (LOGIC) PROGRAMMING CONCEPTS.MACHINE LEARNING. VOL. 100. ISSUE 1. P. 5 -47 24 75% 5
6 MUTLU, A , SENKUL, P , (2014) IMPROVING HIT RATIO OF ILP-BASED CONCEPT DISCOVERY SYSTEM WITH MEMOIZATION.COMPUTER JOURNAL. VOL. 57. ISSUE 1. P. 138-153 20 80% 0
7 CARMONA, CJ , GONZALEZ, P , DEL JESUS, MJ , HERRERA, F , (2014) OVERVIEW ON EVOLUTIONARY SUBGROUP DISCOVERY: ANALYSIS OF THE SUITABILITY AND POTENTIAL OF THE SEARCH PERFORMED BY EVOLUTIONARY ALGORITHMS.WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY. VOL. 4. ISSUE 2. P. 87 -103 23 62% 9
8 HELAL, S , (2016) SUBGROUP DISCOVERY ALGORITHMS: A SURVEY AND EMPIRICAL EVALUATION.JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY. VOL. 31. ISSUE 3. P. 561 -576 17 85% 0
9 DI MAURO, N , BELLODI, E , RIGUZZI, F , (2015) BANDIT-BASED MONTE-CARLO STRUCTURE LEARNING OF PROBABILISTIC LOGIC PROGRAMS.MACHINE LEARNING. VOL. 100. ISSUE 1. P. 127 -156 22 65% 0
10 LIU, CB , PONTELLI, E , (2014) TECHNIQUES TO ENHANCE EFFICIENCY AND EFFECTIVENESS OF INDUCTIVE LOGIC PROGRAMMING SYSTEMS: THE TWEETY APPROACHES.JOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCE. VOL. 26. ISSUE 1. P. 51 -107 15 94% 0

Classes with closest relation at Level 1


Rank Class id link
1 37082 COLLECTIVE INFERENCE//COLLECTIVE CLASSIFICATION//CODE 5514
2 12665 DECISION TREE//NUMERICAL ATTRIBUTES//SUPERVISED DISCRETIZATION
3 33174 CATEGORIZATION PROCEDURE//NEWS CLUSTERING//PERSONALIZING THE WEB
4 37184 MULTI FACET SEARCH//VIEW BASED SEARCH//FACETED SEARCH
5 21199 LEARNING CLASSIFIER SYSTEMS//XCS//CLASSIFIER SYSTEMS
6 1900 ASSOCIATION RULES//DATA MINING//FREQUENT ITEMSETS
7 29729 INT WEB INTELLIGENCE CONSORTIUM WIC//TRANSPARENT COMPUTING//CYBER INDIVIDUAL
8 21323 RULE EXTRACTION//KNOWLEDGE INSERTION//RULE EXTRACTION FROM NEURAL NETWORKS
9 15239 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE
10 30788 META LEARNING//LIACC FEP//ALGORITHM RECOMMENDATION

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