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

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
21199 429 28.3 24%


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
1 4 ECONOMICS//EDUCATION & EDUCATIONAL RESEARCH//PSYCHOL 3876184
532 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//REINFORCEMENT LEARNING//ICCA JOURNAL 19644
1047 2             ICCA JOURNAL//REINFORCEMENT LEARNING//ICGA JOURNAL 10100
21199 1                   LEARNING CLASSIFIER SYSTEMS//XCS//CLASSIFIER SYSTEMS 429

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 LEARNING CLASSIFIER SYSTEMS authKW 2725418 13% 70% 55
2 XCS authKW 1884092 7% 88% 30
3 CLASSIFIER SYSTEMS authKW 410298 3% 41% 14
4 XCSF authKW 254201 1% 71% 5
5 LEARNING CLASSIFIER SYSTEMS LCS authKW 213531 1% 100% 3
6 NKCS MODEL authKW 213531 1% 100% 3
7 ILLIGAL address 213525 1% 50% 6
8 GENETICS BASED MACHINE LEARNING authKW 183020 1% 43% 6
9 INTELLIGENT COMP SYST address 168854 3% 22% 11
10 ACCURACY BASED FITNESS authKW 142354 0% 100% 2

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 20069 56% 0% 241
2 Computer Science, Theory & Methods 6245 33% 0% 143
3 Computer Science, Interdisciplinary Applications 616 11% 0% 46
4 Computer Science, Cybernetics 362 3% 0% 12
5 Computer Science, Information Systems 327 8% 0% 33
6 Robotics 209 2% 0% 9
7 Operations Research & Management Science 133 4% 0% 19
8 Automation & Control Systems 129 4% 0% 17
9 Computer Science, Software Engineering 112 4% 0% 18
10 Engineering, Electrical & Electronic 79 10% 0% 45

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 ILLIGAL 213525 1% 50% 6
2 INTELLIGENT COMP SYST 168854 3% 22% 11
3 ILLINOIS GENET ALGORITHMS 128104 2% 20% 9
4 ANAL COGNIT INFORMAT 71177 0% 100% 1
5 ANYSCALE LEARNING ALL ALFA GRP 71177 0% 100% 1
6 BWL 7 71177 0% 100% 1
7 COMPT STUDIES MATHS 71177 0% 100% 1
8 DIPARTIMENTO INGN INFORMAZ INORGAN ELETTR 71177 0% 100% 1
9 FUJITSU PARALLEL CCOMP 71177 0% 100% 1
10 GENET ALGORITHM SYST 71177 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 EVOLUTIONARY COMPUTATION 128677 7% 6% 29
2 IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION 16270 3% 2% 14
3 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 14006 13% 0% 57
4 ARTIFICIAL LIFE 5865 1% 1% 6
5 MACHINE LEARNING 5739 2% 1% 10
6 IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE 5520 1% 2% 4
7 LECTURE NOTES IN COMPUTER SCIENCE 4221 17% 0% 73
8 GENETIC PROGRAMMING AND EVOLVABLE MACHINES 3973 1% 2% 3
9 SOFT COMPUTING 3967 3% 1% 11
10 BT TECHNOLOGY JOURNAL 2729 1% 1% 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 LEARNING CLASSIFIER SYSTEMS 2725418 13% 70% 55 Search LEARNING+CLASSIFIER+SYSTEMS Search LEARNING+CLASSIFIER+SYSTEMS
2 XCS 1884092 7% 88% 30 Search XCS Search XCS
3 CLASSIFIER SYSTEMS 410298 3% 41% 14 Search CLASSIFIER+SYSTEMS Search CLASSIFIER+SYSTEMS
4 XCSF 254201 1% 71% 5 Search XCSF Search XCSF
5 LEARNING CLASSIFIER SYSTEMS LCS 213531 1% 100% 3 Search LEARNING+CLASSIFIER+SYSTEMS+LCS Search LEARNING+CLASSIFIER+SYSTEMS+LCS
6 NKCS MODEL 213531 1% 100% 3 Search NKCS+MODEL Search NKCS+MODEL
7 GENETICS BASED MACHINE LEARNING 183020 1% 43% 6 Search GENETICS+BASED+MACHINE+LEARNING Search GENETICS+BASED+MACHINE+LEARNING
8 ACCURACY BASED FITNESS 142354 0% 100% 2 Search ACCURACY+BASED+FITNESS Search ACCURACY+BASED+FITNESS
9 APPORTIONMENT OF CREDIT 142354 0% 100% 2 Search APPORTIONMENT+OF+CREDIT Search APPORTIONMENT+OF+CREDIT
10 LEARNING CLASSIFIER SYSTEM LCS 142354 0% 100% 2 Search LEARNING+CLASSIFIER+SYSTEM+LCS Search LEARNING+CLASSIFIER+SYSTEM+LCS

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 KOVACS, T , (2002) THE 2003 LEARNING CLASSIFIER SYSTEMS BIBLIOGRAPHY.LEARNING CLASSIFIER SYSTEMS. VOL. 2661. ISSUE . P. 187 -229 50 71% 0
2 SIGAUD, O , WILSON, SW , (2007) LEARNING CLASSIFIER SYSTEMS: A SURVEY.SOFT COMPUTING. VOL. 11. ISSUE 11. P. 1065 -1078 15 88% 24
3 ZANG, ZX , LI, DH , WANG, JY , (2015) LEARNING CLASSIFIER SYSTEMS WITH MEMORY CONDITION TO SOLVE NON-MARKOV PROBLEMS.SOFT COMPUTING. VOL. 19. ISSUE 6. P. 1679 -1699 13 81% 0
4 ZATUCHNA, ZV , BAGNALL, A , (2009) LEARNING MAZES WITH ALIASING STATES: AN LCS ALGORITHM WITH ASSOCIATIVE PERCEPTION.ADAPTIVE BEHAVIOR. VOL. 17. ISSUE 1. P. 28-57 10 91% 6
5 CAO, YJ , (2001) LEARNER CLASSIFIER SYSTEMS: THEORY AND APPLICATIONS - A STATE-OF-THE-ART REVIEW.ENGINEERING INTELLIGENT SYSTEMS FOR ELECTRICAL ENGINEERING AND COMMUNICATIONS. VOL. 9. ISSUE 1. P. 19 -32 18 62% 0
6 SHAFI, K , ABBASS, HA , (2017) A SURVEY OF LEARNING CLASSIFIER SYSTEMS IN GAMES.IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE. VOL. 12. ISSUE 1. P. 42 -55 17 40% 0
7 HAMZEH, A , RAHMANI, A , (2008) A NEW ARCHITECTURE FOR LEARNING CLASSIFIER SYSTEMS TO SOLVE POMDP PROBLEMS.FUNDAMENTA INFORMATICAE. VOL. 84. ISSUE 3-4. P. 329-351 8 100% 1
8 TZIMA, FA , MITKAS, PA , (2013) STRENGTH-BASED LEARNING CLASSIFIER SYSTEMS REVISITED: EFFECTIVE RULE EVOLUTION IN SUPERVISED CLASSIFICATION TASKS.ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. VOL. 26. ISSUE 2. P. 818-832 12 57% 2
9 ORRIOLS-PUIG, A , CASILLAS, J , BERNADO-MANSILLA, E , (2009) FUZZY-UCS: A MICHIGAN-STYLE LEARNING FUZZY-CLASSIFIER SYSTEM FOR SUPERVISED LEARNING.IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION. VOL. 13. ISSUE 2. P. 260-283 14 50% 19
10 HAMZEH, A , HASHEMI, S , SAMI, A , RAHMANI, A , (2009) A RECURSIVE CLASSIFIER SYSTEM FOR PARTIALLY OBSERVABLE ENVIRONMENTS.FUNDAMENTA INFORMATICAE. VOL. 97. ISSUE 1-2. P. 15-40 7 100% 2

Classes with closest relation at Level 1


Rank Class id link
1 15456 GENETIC PROGRAMMING//GENETIC PROGRAMMING AND EVOLVABLE MACHINES//BIOCOMP DEV SYST GRP
2 37405 UNIVERSAL PSYCHOMETRICS//AESTHETICS THEORY//AGENT POLICY
3 36337 MIN MAX MODULAR NEURAL NETWORK//NATIONAL VOTING//BRAIN OPERAT DEVICE
4 13929 EVOLUTIONARY ROBOTICS//ARTIFICIAL LIFE//ADAPTIVE BEHAVIOR
5 5817 REINFORCEMENT LEARNING//Q LEARNING//MARKOV DECISION PROCESSES
6 37715 SCI CORP INFORMAT SYST//3RD AGE//A NOISY TIME SERIES
7 12665 DECISION TREE//NUMERICAL ATTRIBUTES//SUPERVISED DISCRETIZATION
8 9346 INDUCTIVE LOGIC PROGRAMMING//SUBGROUP DISCOVERY//STATISTICAL RELATIONAL LEARNING
9 12564 RUNTIME ANALYSIS//EVOLUTIONARY COMPUTATION//ESTIMATION OF DISTRIBUTION ALGORITHMS
10 32287 TESTOR THEORY//GUHA METHOD//NON REDUCIBLE DESCRIPTORS

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