Class information for:
Level 1: LEARNING CLASSIFIER SYSTEMS//XCS//XCSF

Basic class information
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
12 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, INFORMATION SYSTEMS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 1181119
148 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//IEEE TRANSACTIONS ON NEURAL NETWORKS//ROUGH SETS 65230
1215 2             ROUGH SETS//DATA MINING//ASSOCIATION RULES 9433
22121 1                   LEARNING CLASSIFIER SYSTEMS//XCS//XCSF 416

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 LEARNING CLASSIFIER SYSTEMS authKW 3177351 14% 71% 59
2 XCS authKW 2154963 8% 89% 32
3 XCSF authKW 340920 1% 75% 6
4 LEARNING CLASSIFIER SYSTEMS LCS authKW 227282 1% 100% 3
5 NKCS MODEL authKW 227282 1% 100% 3
6 ILLIGAL address 227276 1% 50% 6
7 CLASSIFIER SYSTEMS authKW 222811 2% 29% 10
8 INTELLIGENT COMP SYST address 172946 3% 21% 11
9 ACCURACY BASED FITNESS authKW 151521 0% 100% 2
10 APPORTIONMENT OF CREDIT authKW 151521 0% 100% 2

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 20268 58% 0% 240
2 Computer Science, Theory & Methods 6392 34% 0% 142
3 Computer Science, Interdisciplinary Applications 662 11% 0% 47
4 Computer Science, Information Systems 451 9% 0% 38
5 Computer Science, Cybernetics 435 3% 0% 13
6 Computer Science, Software Engineering 116 4% 0% 18
7 Operations Research & Management Science 93 4% 0% 16
8 Automation & Control Systems 71 3% 0% 13
9 Robotics 61 1% 0% 5
10 Engineering, Electrical & Electronic 51 9% 0% 38

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 ILLIGAL 227276 1% 50% 6
2 INTELLIGENT COMP SYST 172946 3% 21% 11
3 ILLINOIS GENET ALGORITHMS 136355 2% 20% 9
4 AI ROBOT PROJECT 101013 0% 67% 2
5 ANAL COGNIT INFORMAT 75761 0% 100% 1
6 ART AD TIVE ROBOT 75761 0% 100% 1
7 BWL 7 75761 0% 100% 1
8 CNRSURA 1440 75761 0% 100% 1
9 COMPT STUDIES MATHS 75761 0% 100% 1
10 DIPARTIMENTO INGN INFORMAZ INORGAN ELETTR 75761 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 EVOLUTIONARY COMPUTATION 127630 7% 6% 29
2 IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION 30453 5% 2% 19
3 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 15428 14% 0% 58
4 ARTIFICIAL LIFE 5969 1% 1% 6
5 LECTURE NOTES IN COMPUTER SCIENCE 4374 17% 0% 72
6 ADAPTIVE BEHAVIOR 4090 1% 1% 5
7 GENETIC PROGRAMMING AND EVOLVABLE MACHINES 3935 1% 2% 3
8 MACHINE LEARNING 3826 2% 1% 8
9 SOFT COMPUTING 3064 2% 0% 10
10 BT TECHNOLOGY JOURNAL 2902 1% 1% 6

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 LEARNING CLASSIFIER SYSTEMS 3177351 14% 71% 59 Search LEARNING+CLASSIFIER+SYSTEMS Search LEARNING+CLASSIFIER+SYSTEMS
2 XCS 2154963 8% 89% 32 Search XCS Search XCS
3 XCSF 340920 1% 75% 6 Search XCSF Search XCSF
4 LEARNING CLASSIFIER SYSTEMS LCS 227282 1% 100% 3 Search LEARNING+CLASSIFIER+SYSTEMS+LCS Search LEARNING+CLASSIFIER+SYSTEMS+LCS
5 NKCS MODEL 227282 1% 100% 3 Search NKCS+MODEL Search NKCS+MODEL
6 CLASSIFIER SYSTEMS 222811 2% 29% 10 Search CLASSIFIER+SYSTEMS Search CLASSIFIER+SYSTEMS
7 ACCURACY BASED FITNESS 151521 0% 100% 2 Search ACCURACY+BASED+FITNESS Search ACCURACY+BASED+FITNESS
8 APPORTIONMENT OF CREDIT 151521 0% 100% 2 Search APPORTIONMENT+OF+CREDIT Search APPORTIONMENT+OF+CREDIT
9 LEARNING CLASSIFIER SYSTEM LCS 151521 0% 100% 2 Search LEARNING+CLASSIFIER+SYSTEM+LCS Search LEARNING+CLASSIFIER+SYSTEM+LCS
10 MICHIGAN STYLE LEARNING CLASSIFIER SYSTEMS 151521 0% 100% 2 Search MICHIGAN+STYLE+LEARNING+CLASSIFIER+SYSTEMS Search MICHIGAN+STYLE+LEARNING+CLASSIFIER+SYSTEMS

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.

Classes with closest relation at Level 1


rank cluster_id2 link
1 15745 GENETIC PROGRAMMING//GENETIC PROGRAMMING AND EVOLVABLE MACHINES//GRAMMATICAL EVOLUTION
2 10232 EVOLUTIONARY ROBOTICS//NEUROEVOLUTION//ARTIFICIAL LIFE
3 10428 REINFORCEMENT LEARNING//MULTIAGENT LEARNING//Q LEARNING
4 9536 INDUCTIVE LOGIC PROGRAMMING//SUBGROUP DISCOVERY//STATISTICAL RELATIONAL LEARNING
5 10998 RUNTIME ANALYSIS//EVOLUTIONARY COMPUTATION//ESTIMATION OF DISTRIBUTION ALGORITHMS
6 22920 NUMERICAL ATTRIBUTES//SUPERVISED DISCRETIZATION//DISCRETIZATION
7 27532 PROCEDURAL CONTENT GENERATION//IEEE TRANSACTIONS ON COMPUTATIONAL INTELLIGENCE AND AI IN GAMES//PLAYER MODELING
8 2045 FUZZY MODELING//IEEE TRANSACTIONS ON FUZZY SYSTEMS//INTERPRETABILITY
9 37426 STRING KERNELS//LEARNING WITH SEQUENTIAL DATA//SEQUENCE KERNELS
10 14666 SURVIVAL TREE//DECISION TREE//RECURSIVE PARTITIONING

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