Class information for:
Level 1: DECISION TREE//NUMERICAL ATTRIBUTES//SUPERVISED DISCRETIZATION

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
12665 890 25.1 31%


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
12665 1                   DECISION TREE//NUMERICAL ATTRIBUTES//SUPERVISED DISCRETIZATION 890

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 DECISION TREE authKW 321681 17% 6% 155
2 NUMERICAL ATTRIBUTES authKW 219567 1% 80% 8
3 SUPERVISED DISCRETIZATION authKW 142948 1% 83% 5
4 DISCRETIZATION authKW 131361 6% 7% 54
5 RULE INDUCTION authKW 123157 3% 13% 27
6 NEURAL TREES authKW 112275 1% 55% 6
7 CONTINUOUS ATTRIBUTES authKW 112065 1% 47% 7
8 OBLIQUE DECISION TREE authKW 107208 1% 63% 5
9 MULTI VALUED ATTRIBUTE authKW 102924 0% 100% 3
10 POST PRUNING authKW 102924 0% 100% 3

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 46669 59% 0% 529
2 Computer Science, Information Systems 3688 17% 0% 152
3 Computer Science, Theory & Methods 1948 13% 0% 119
4 Computer Science, Cybernetics 1695 4% 0% 37
5 Engineering, Electrical & Electronic 1141 23% 0% 202
6 Operations Research & Management Science 825 7% 0% 65
7 Computer Science, Interdisciplinary Applications 414 6% 0% 57
8 Medical Informatics 260 2% 0% 20
9 Statistics & Probability 211 4% 0% 38
10 Computer Science, Software Engineering 187 4% 0% 34

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 ERIC 35160 1% 9% 11
2 CHAIR KNOWLEDGE ENGN 34308 0% 100% 1
3 COHERIS SPAD 34308 0% 100% 1
4 COMP INF SC 34308 0% 100% 1
5 COMP INFORMATING ENGN 34308 0% 100% 1
6 CVGIP 34308 0% 100% 1
7 DESVIAC LINDERO TAMETATE 34308 0% 100% 1
8 DIST COLUMBIA VET ADM MED 34308 0% 100% 1
9 ECOMETR 34308 0% 100% 1
10 ELECT CHIAR SYST COMP NETWORKS 34308 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 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 31961 14% 1% 124
2 MACHINE LEARNING 28361 4% 3% 32
3 DATA MINING AND KNOWLEDGE DISCOVERY 8465 1% 2% 12
4 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 7096 3% 1% 25
5 PATTERN RECOGNITION 5414 4% 0% 33
6 IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS 3830 2% 1% 15
7 EXPERT SYSTEMS WITH APPLICATIONS 3280 4% 0% 32
8 APPLIED ARTIFICIAL INTELLIGENCE 2980 1% 1% 9
9 WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY 2959 0% 2% 4
10 KNOWLEDGE-BASED SYSTEMS 2766 2% 1% 15

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 DECISION TREE 321681 17% 6% 155 Search DECISION+TREE Search DECISION+TREE
2 NUMERICAL ATTRIBUTES 219567 1% 80% 8 Search NUMERICAL+ATTRIBUTES Search NUMERICAL+ATTRIBUTES
3 SUPERVISED DISCRETIZATION 142948 1% 83% 5 Search SUPERVISED+DISCRETIZATION Search SUPERVISED+DISCRETIZATION
4 DISCRETIZATION 131361 6% 7% 54 Search DISCRETIZATION Search DISCRETIZATION
5 RULE INDUCTION 123157 3% 13% 27 Search RULE+INDUCTION Search RULE+INDUCTION
6 NEURAL TREES 112275 1% 55% 6 Search NEURAL+TREES Search NEURAL+TREES
7 CONTINUOUS ATTRIBUTES 112065 1% 47% 7 Search CONTINUOUS+ATTRIBUTES Search CONTINUOUS+ATTRIBUTES
8 OBLIQUE DECISION TREE 107208 1% 63% 5 Search OBLIQUE+DECISION+TREE Search OBLIQUE+DECISION+TREE
9 MULTI VALUED ATTRIBUTE 102924 0% 100% 3 Search MULTI+VALUED+ATTRIBUTE Search MULTI+VALUED+ATTRIBUTE
10 POST PRUNING 102924 0% 100% 3 Search POST+PRUNING Search POST+PRUNING

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 GARCIA, S , LUENGO, J , SAEZ, JA , LOPEZ, V , HERRERA, F , (2013) A SURVEY OF DISCRETIZATION TECHNIQUES: TAXONOMY AND EMPIRICAL ANALYSIS IN SUPERVISED LEARNING.IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING. VOL. 25. ISSUE 4. P. 734 -750 44 71% 51
2 RAMIREZ-GALLEGO, S , GARCIA, S , MOURINO-TALIN, H , MARTINEZ-REGO, D , BOLON-CANEDO, V , ALONSO-BETANZOS, A , BENITEZ, JM , HERRERA, F , (2016) DATA DISCRETIZATION: TAXONOMY AND BIG DATA CHALLENGE.WILEY INTERDISCIPLINARY REVIEWS-DATA MINING AND KNOWLEDGE DISCOVERY. VOL. 6. ISSUE 1. P. 5 -21 36 80% 0
3 KOTSIANTIS, SB , (2013) DECISION TREES: A RECENT OVERVIEW.ARTIFICIAL INTELLIGENCE REVIEW. VOL. 39. ISSUE 4. P. 261 -283 32 51% 34
4 MURTHY, SK , (1998) AUTOMATIC CONSTRUCTION OF DECISION TREES FROM DATA: A MULTI-DISCIPLINARY SURVEY.DATA MINING AND KNOWLEDGE DISCOVERY. VOL. 2. ISSUE 4. P. 345 -389 54 37% 282
5 BARROS, RC , BASGALUPP, MP , DE CARVALHO, ACPLF , FREITAS, AA , (2012) A SURVEY OF EVOLUTIONARY ALGORITHMS FOR DECISION-TREE INDUCTION.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS. VOL. 42. ISSUE 3. P. 291 -312 27 55% 43
6 SAFAVIAN, SR , LANDGREBE, D , (1991) A SURVEY OF DECISION TREE CLASSIFIER METHODOLOGY.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS. VOL. 21. ISSUE 3. P. 660 -674 20 83% 440
7 GRZYMALA-BUSSE, JW , MROCZEK, T , (2016) A COMPARISON OF FOUR APPROACHES TO DISCRETIZATION BASED ON ENTROPY.ENTROPY. VOL. 18. ISSUE 3. P. - 15 79% 0
8 BASGALUPP, MP , BARROS, RC , DE CARVALHO, ACPLF , FREITAS, AA , (2014) EVOLVING DECISION TREES WITH BEAM SEARCH-BASED INITIALIZATION AND LEXICOGRAPHIC MULTI-OBJECTIVE EVALUATION.INFORMATION SCIENCES. VOL. 258. ISSUE . P. 160 -181 17 68% 6
9 ROKACH, L , MAIMON, O , (2005) TOP-DOWN INDUCTION OF DECISION TREES CLASSIFIERS - A SURVEY.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS. VOL. 35. ISSUE 4. P. 476 -487 20 61% 154
10 ZEINALKHANI, M , EFTEKHARI, M , (2014) FUZZY PARTITIONING OF CONTINUOUS ATTRIBUTES THROUGH DISCRETIZATION METHODS TO CONSTRUCT FUZZY DECISION TREE CLASSIFIERS.INFORMATION SCIENCES. VOL. 278. ISSUE . P. 715 -735 21 53% 8

Classes with closest relation at Level 1


Rank Class id link
1 21566 SURVIVAL TREE//RECURSIVE PARTITIONING//REGRESSION TREE
2 30788 META LEARNING//LIACC FEP//ALGORITHM RECOMMENDATION
3 9346 INDUCTIVE LOGIC PROGRAMMING//SUBGROUP DISCOVERY//STATISTICAL RELATIONAL LEARNING
4 21323 RULE EXTRACTION//KNOWLEDGE INSERTION//RULE EXTRACTION FROM NEURAL NETWORKS
5 19536 CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION
6 13020 INSTANCE SELECTION//PROTOTYPE SELECTION//INSTANCE BASED LEARNING
7 33702 CENTER LOCATING//SPIRAL BAND MODEL//AGENT BASED SIMULATOR
8 21199 LEARNING CLASSIFIER SYSTEMS//XCS//CLASSIFIER SYSTEMS
9 3353 BOOSTING//BAGGING//MULTIPLE CLASSIFIER SYSTEMS
10 33174 CATEGORIZATION PROCEDURE//NEWS CLUSTERING//PERSONALIZING THE WEB

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