Class information for:
Level 1: META LEARNING//LIACC FEP//ALGORITHM RECOMMENDATION

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
30788 163 30.5 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
30788 1                   META LEARNING//LIACC FEP//ALGORITHM RECOMMENDATION 163

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 META LEARNING authKW 583589 11% 17% 18
2 LIACC FEP address 562003 2% 100% 3
3 ALGORITHM RECOMMENDATION authKW 374669 1% 100% 2
4 COMPONENT BASED ALGORITHMS authKW 374669 1% 100% 2
5 DATA SET CHARACTERISTICS EXTRACTION authKW 374669 1% 100% 2
6 REUSABLE COMPONENT authKW 374669 1% 100% 2
7 EXPLANATION FACILITY authKW 249778 1% 67% 2
8 3C DISTRIBUTORS authKW 187334 1% 100% 1
9 ABC KMDSS authKW 187334 1% 100% 1
10 ALGORITHM AUTOMATIC RECOMMENDATION authKW 187334 1% 100% 1

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 10447 66% 0% 107
2 Computer Science, Theory & Methods 517 16% 0% 26
3 Computer Science, Information Systems 134 8% 0% 13
4 Automation & Control Systems 59 4% 0% 7
5 Computer Science, Cybernetics 58 2% 0% 3
6 Operations Research & Management Science 47 4% 0% 7
7 Computer Science, Software Engineering 31 4% 0% 6
8 Robotics 26 1% 0% 2
9 Engineering, General 18 3% 0% 5
10 Engineering, Electrical & Electronic 13 8% 0% 13

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 LIACC FEP 562003 2% 100% 3
2 COMMON SERV DIRECTORATE 187334 1% 100% 1
3 INGN INFOMAC COMUNICAC 187334 1% 100% 1
4 INTELIGENCIA ARTIFICIAL GRUPO SISTEMAS INTELIGENT 187334 1% 100% 1
5 MERCEDES BENZ SINDELFINGEN PLANT 187334 1% 100% 1
6 MINE HAULAGE HOISTING 187334 1% 100% 1
7 QUAID E AZAM 187334 1% 100% 1
8 STRATEG OUTSOURCING 187334 1% 100% 1
9 TECHNOL ERCH 187334 1% 100% 1
10 TECHNOL FT3 KL 187334 1% 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 19639 5% 1% 8
2 MACHINE LEARNING 15137 6% 1% 10
3 ARTIFICIAL INTELLIGENCE REVIEW 8932 4% 1% 6
4 TECHNICS TECHNOLOGIES EDUCATION MANAGEMENT-TTEM 4717 2% 1% 3
5 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 3670 11% 0% 18
6 NEURAL COMPUTATION 3643 4% 0% 7
7 KNOWLEDGE-BASED SYSTEMS 3311 4% 0% 7
8 JOURNAL OF MACHINE LEARNING RESEARCH 1906 2% 0% 4
9 INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS 1191 1% 0% 2
10 FLEXIBLE SERVICES AND MANUFACTURING JOURNAL 1154 1% 1% 1

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 META LEARNING 583589 11% 17% 18 Search META+LEARNING Search META+LEARNING
2 ALGORITHM RECOMMENDATION 374669 1% 100% 2 Search ALGORITHM+RECOMMENDATION Search ALGORITHM+RECOMMENDATION
3 COMPONENT BASED ALGORITHMS 374669 1% 100% 2 Search COMPONENT+BASED+ALGORITHMS Search COMPONENT+BASED+ALGORITHMS
4 DATA SET CHARACTERISTICS EXTRACTION 374669 1% 100% 2 Search DATA+SET+CHARACTERISTICS+EXTRACTION Search DATA+SET+CHARACTERISTICS+EXTRACTION
5 REUSABLE COMPONENT 374669 1% 100% 2 Search REUSABLE+COMPONENT Search REUSABLE+COMPONENT
6 EXPLANATION FACILITY 249778 1% 67% 2 Search EXPLANATION+FACILITY Search EXPLANATION+FACILITY
7 3C DISTRIBUTORS 187334 1% 100% 1 Search 3C+DISTRIBUTORS Search 3C+DISTRIBUTORS
8 ABC KMDSS 187334 1% 100% 1 Search ABC+KMDSS Search ABC+KMDSS
9 ALGORITHM AUTOMATIC RECOMMENDATION 187334 1% 100% 1 Search ALGORITHM+AUTOMATIC+RECOMMENDATION Search ALGORITHM+AUTOMATIC+RECOMMENDATION
10 AUTOMATIC CLASSIFIER ENSEMBLE CONFIGURATION 187334 1% 100% 1 Search AUTOMATIC+CLASSIFIER+ENSEMBLE+CONFIGURATION Search AUTOMATIC+CLASSIFIER+ENSEMBLE+CONFIGURATION

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 ALI, R , LEE, S , CHUNG, TC , (2017) ACCURATE MULTI-CRITERIA DECISION MAKING METHODOLOGY FOR RECOMMENDING MACHINE LEARNING ALGORITHM.EXPERT SYSTEMS WITH APPLICATIONS. VOL. 71. ISSUE . P. 257 -278 9 38% 1
2 REIF, M , SHAFAIT, F , GOLDSTEIN, M , BREUEL, T , DENGEL, A , (2014) AUTOMATIC CLASSIFIER SELECTION FOR NON-EXPERTS.PATTERN ANALYSIS AND APPLICATIONS. VOL. 17. ISSUE 1. P. 83-96 8 67% 10
3 WANG, GT , SONG, QB , ZHU, XY , (2015) AN IMPROVED DATA CHARACTERIZATION METHOD AND ITS APPLICATION IN CLASSIFICATION ALGORITHM RECOMMENDATION.APPLIED INTELLIGENCE. VOL. 43. ISSUE 4. P. 892 -912 9 53% 1
4 LEE, JW , GIRAUD-CARRIER, C , (2013) AUTOMATIC SELECTION OF CLASSIFICATION LEARNING ALGORITHMS FOR DATA MINING PRACTITIONERS.INTELLIGENT DATA ANALYSIS. VOL. 17. ISSUE 4. P. 665 -678 8 62% 4
5 SERBAN, F , VANSCHOREN, J , KIETZ, JU , BERNSTEIN, A , (2013) A SURVEY OF INTELLIGENT ASSISTANTS FOR DATA ANALYSIS.ACM COMPUTING SURVEYS. VOL. 45. ISSUE 3. P. - 9 43% 14
6 AYE, TT , LEE, GKK , SU, Y , ZHANG, TY , LEE, C , KASIM, H , HOE, I , LEE, FBS , HUNG, TGG , (2017) LAYMAN ANALYTICS SYSTEM: A CLOUD-ENABLED SYSTEM FOR DATA ANALYTICS WORKFLOW RECOMMENDATION.IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING. VOL. 14. ISSUE 1. P. 160 -170 5 71% 0
7 WANG, GT , SONG, QB , ZHANG, XY , ZHANG, KY , (2014) A GENERIC MULTILABEL LEARNING-BASED CLASSIFICATION ALGORITHM RECOMMENDATION METHOD.ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA. VOL. 9. ISSUE 1. P. - 11 33% 2
8 GOSWAMI, S , CHAKRABARTI, A , CHAKRABORTY, B , (2016) A PROPOSAL FOR RECOMMENDATION OF FEATURE SELECTION ALGORITHM BASED ON DATA SET CHARACTERISTICS.JOURNAL OF UNIVERSAL COMPUTER SCIENCE. VOL. 22. ISSUE 6. P. 760 -781 6 55% 0
9 SUN, HL , WANG, GT , SONG, QB , ZHANG, XY , XU, BW , ZHOU, YM , (2013) A FEATURE SUBSET SELECTION ALGORITHM AUTOMATIC RECOMMENDATION METHOD.JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH. VOL. 47. ISSUE . P. 1 -34 9 36% 10
10 BARNARD, E , (2011) DETERMINATION AND THE NO-FREE-LUNCH PARADOX.NEURAL COMPUTATION. VOL. 23. ISSUE 7. P. 1899 -1909 5 71% 0

Classes with closest relation at Level 1


Rank Class id link
1 13020 INSTANCE SELECTION//PROTOTYPE SELECTION//INSTANCE BASED LEARNING
2 30413 WSRF//DATA MINING GRID//DMET TM
3 16823 MULTI LABEL CLASSIFICATION//MULTI LABEL LEARNING//MULTIPLE INSTANCE LEARNING
4 12665 DECISION TREE//NUMERICAL ATTRIBUTES//SUPERVISED DISCRETIZATION
5 20487 QUANTIFIED BOOLEAN FORMULAS//MAX SAT//CONFIGURATION CHECKING
6 3353 BOOSTING//BAGGING//MULTIPLE CLASSIFIER SYSTEMS
7 24901 PMML//CRISP DM//OLE DB
8 31572 UNIFYING METRIC APPROACH//2 LEVEL PATTERN RECOGNITION//EVOLVING TRANSFORMATION SYSTEMS
9 32610 GENERAL DESIGN//HYDRAULIC RAM PUMPS//LEAD TIME OF OPERATION
10 21566 SURVIVAL TREE//RECURSIVE PARTITIONING//REGRESSION TREE

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