Class information for:
Level 2: ICCA JOURNAL//REINFORCEMENT LEARNING//ICGA JOURNAL

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
1047 10100 30.0 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
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
5817 1                   REINFORCEMENT LEARNING//Q LEARNING//MARKOV DECISION PROCESSES 1571
9345 1                   ICCA JOURNAL//ICGA JOURNAL//IEEE TRANSACTIONS ON COMPUTATIONAL INTELLIGENCE AND AI IN GAMES 1164
10201 1                   SWARM ROBOTICS//MODULAR ROBOTS//SELF RECONFIGURABLE ROBOTS 1083
10960 1                   AUTOMATED PLANNING//JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH//ARTIFICIAL INTELLIGENCE 1021
11954 1                   IMITATION LEARNING//DEVELOPMENTAL ROBOTICS//LEARNING FROM DEMONSTRATION 943
13929 1                   EVOLUTIONARY ROBOTICS//ARTIFICIAL LIFE//ADAPTIVE BEHAVIOR 804
15456 1                   GENETIC PROGRAMMING//GENETIC PROGRAMMING AND EVOLVABLE MACHINES//BIOCOMP DEV SYST GRP 712
16494 1                   ROBOT SOCCER//ROBOCUP//SOCCER ROBOTS 650
17003 1                   EVOLVABLE HARDWARE//LOG SYST//EMBRYONICS 623
18805 1                   HEURISTIC SEARCH//FG RECHNERARCHITEKTUR//REAL TIME SEARCH 535
21199 1                   LEARNING CLASSIFIER SYSTEMS//XCS//CLASSIFIER SYSTEMS 429
21275 1                   COMPUTATIONAL CREATIVITY//INTERACTIVE EVOLUTIONARY COMPUTATION//EVOLUTIONARY ART 426
36495 1                   ORGANIZATIONAL IMPACTS SOCIAL RESPONSIBILITY//RISK SOCIAL VULNERABILITY//SOCIAL ISSUES LEGITIMACY 80
37405 1                   UNIVERSAL PSYCHOMETRICS//AESTHETICS THEORY//AGENT POLICY 59

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 ICCA JOURNAL journal 592541 2% 98% 201
2 REINFORCEMENT LEARNING authKW 553939 7% 28% 661
3 ICGA JOURNAL journal 545813 2% 91% 198
4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE WoSSC 462770 56% 3% 5616
5 IEEE TRANSACTIONS ON COMPUTATIONAL INTELLIGENCE AND AI IN GAMES journal 298024 1% 67% 147
6 EVOLUTIONARY ROBOTICS authKW 288410 1% 73% 130
7 ROBOTICS WoSSC 267865 15% 6% 1510
8 ARTIFICIAL LIFE journal 216890 2% 41% 177
9 SWARM ROBOTICS authKW 188195 1% 64% 97
10 ARTIFICIAL INTELLIGENCE journal 178920 4% 16% 368

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 462770 56% 3% 5616
2 Robotics 267865 15% 6% 1510
3 Computer Science, Theory & Methods 57670 21% 1% 2136
4 Automation & Control Systems 22598 10% 1% 1019
5 Computer Science, Software Engineering 22577 11% 1% 1141
6 Computer Science, Cybernetics 10814 3% 1% 317
7 Computer Science, Information Systems 4721 6% 0% 623
8 Computer Science, Interdisciplinary Applications 2560 5% 0% 496
9 Computer Science, Hardware & Architecture 2067 3% 0% 286
10 Operations Research & Management Science 1294 3% 0% 306

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 LOG SYST 70505 0% 57% 41
2 COMP SCI 63571 18% 1% 1812
3 IRIDIA 51470 1% 25% 67
4 IKAT 37597 0% 66% 19
5 HUMANOID COGNIT ROBOT 36470 0% 93% 13
6 GAMES AI GRP 33235 0% 100% 11
7 KNOWLEDGE AGENT TECHNOL 31171 0% 61% 17
8 BIOCOMP DEV SYST GRP 24471 0% 90% 9
9 ELECT MEDIA ART 21575 0% 71% 10
10 CODE 18923 0% 18% 35

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 ICCA JOURNAL 592541 2% 98% 201
2 ICGA JOURNAL 545813 2% 91% 198
3 IEEE TRANSACTIONS ON COMPUTATIONAL INTELLIGENCE AND AI IN GAMES 298024 1% 67% 147
4 ARTIFICIAL LIFE 216890 2% 41% 177
5 ARTIFICIAL INTELLIGENCE 178920 4% 16% 368
6 JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH 167541 2% 25% 222
7 GENETIC PROGRAMMING AND EVOLVABLE MACHINES 138714 1% 53% 86
8 ADAPTIVE BEHAVIOR 137715 1% 32% 143
9 ROBOTICS AND AUTONOMOUS SYSTEMS 132848 3% 14% 312
10 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 103438 7% 5% 754

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 REINFORCEMENT LEARNING 553939 7% 28% 661 Search REINFORCEMENT+LEARNING Search REINFORCEMENT+LEARNING
2 EVOLUTIONARY ROBOTICS 288410 1% 73% 130 Search EVOLUTIONARY+ROBOTICS Search EVOLUTIONARY+ROBOTICS
3 SWARM ROBOTICS 188195 1% 64% 97 Search SWARM+ROBOTICS Search SWARM+ROBOTICS
4 MODULAR ROBOTS 160287 1% 71% 75 Search MODULAR+ROBOTS Search MODULAR+ROBOTS
5 GENETIC PROGRAMMING 149213 3% 19% 262 Search GENETIC+PROGRAMMING Search GENETIC+PROGRAMMING
6 LEARNING CLASSIFIER SYSTEMS 137653 1% 76% 60 Search LEARNING+CLASSIFIER+SYSTEMS Search LEARNING+CLASSIFIER+SYSTEMS
7 EVOLVABLE HARDWARE 101228 1% 55% 61 Search EVOLVABLE+HARDWARE Search EVOLVABLE+HARDWARE
8 ROBOT LEARNING 98949 1% 61% 54 Search ROBOT+LEARNING Search ROBOT+LEARNING
9 Q LEARNING 93574 1% 31% 99 Search Q+LEARNING Search Q+LEARNING
10 XCS 85392 0% 91% 31 Search XCS Search XCS

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 SILVER, D , HUANG, A , MADDISON, CJ , GUEZ, A , SIFRE, L , VAN DEN DRIESSCHE, G , SCHRITTWIESER, J , ANTONOGLOU, I , PANNEERSHELVAM, V , LANCTOT, M , ET AL (2016) MASTERING THE GAME OF GO WITH DEEP NEURAL NETWORKS AND TREE SEARCH.NATURE. VOL. 529. ISSUE 7587. P. 484 -+ 18 90% 120
2 BRAMBILLA, M , FERRANTE, E , BIRATTARI, M , DORIGO, M , (2013) SWARM ROBOTICS: A REVIEW FROM THE SWARM ENGINEERING PERSPECTIVE.SWARM INTELLIGENCE. VOL. 7. ISSUE 1. P. 1 -41 60 66% 109
3 BAYINDIR, L , (2016) A REVIEW OF SWARM ROBOTICS TASKS.NEUROCOMPUTING. VOL. 172. ISSUE . P. 292 -321 48 72% 5
4 SILVA, F , DUARTE, M , CORREIA, L , OLIVEIRA, SM , CHRISTENSEN, AL , (2016) OPEN ISSUES IN EVOLUTIONARY ROBOTICS.EVOLUTIONARY COMPUTATION. VOL. 24. ISSUE 2. P. 205 -236 54 75% 0
5 BUSONIU, L , BABUSKA, R , DE SCHUTTER, B , (2008) A COMPREHENSIVE SURVEY OF MULTIAGENT REINFORCEMENT LEARNING.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART C-APPLICATIONS AND REVIEWS. VOL. 38. ISSUE 2. P. 156 -172 32 91% 262
6 DUARTE, M , COSTA, V , GOMES, J , RODRIGUES, T , SILVA, F , OLIVEIRA, SM , CHRISTENSEN, AL , (2016) EVOLUTION OF COLLECTIVE BEHAVIORS FOR A REAL SWARM OF AQUATIC SURFACE ROBOTS.PLOS ONE. VOL. 11. ISSUE 3. P. - 33 89% 3
7 AHMADZADEH, H , MASEHIAN, E , (2015) MODULAR ROBOTIC SYSTEMS: METHODS AND ALGORITHMS FOR ABSTRACTION, PLANNING, CONTROL, AND SYNCHRONIZATION.ARTIFICIAL INTELLIGENCE. VOL. 223. ISSUE . P. 27 -64 42 78% 3
8 BROWNE, CB , POWLEY, E , WHITEHOUSE, D , LUCAS, SM , COWLING, PI , ROHLFSHAGEN, P , TAVENER, S , PEREZ, D , SAMOTHRAKIS, S , COLTON, S , (2012) A SURVEY OF MONTE CARLO TREE SEARCH METHODS.IEEE TRANSACTIONS ON COMPUTATIONAL INTELLIGENCE AND AI IN GAMES. VOL. 4. ISSUE 1. P. 1 -43 27 82% 182
9 KOBER, J , BAGNELL, JA , PETERS, J , (2013) REINFORCEMENT LEARNING IN ROBOTICS: A SURVEY.INTERNATIONAL JOURNAL OF ROBOTICS RESEARCH. VOL. 32. ISSUE 11. P. 1238-1274 36 69% 76
10 KOVACS, T , (2002) THE 2003 LEARNING CLASSIFIER SYSTEMS BIBLIOGRAPHY.LEARNING CLASSIFIER SYSTEMS. VOL. 2661. ISSUE . P. 187 -229 56 80% 0

Classes with closest relation at Level 2


Rank Class id link
1 3976 PREDICTION WITH EXPERT ADVICE//GAME THEORETIC PROBABILITY//REGRET MINIMIZATION
2 1509 IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION//EVOLUTIONARY ALGORITHMS//DIFFERENTIAL EVOLUTION
3 1122 NONMONOTONIC REASONING//ANSWER SET PROGRAMMING//LECTURE NOTES IN ARTIFICIAL INTELLIGENCE
4 3182 SECRETARY PROBLEM//OPTIMAL STATIONARY POLICY//BEST CHOICE PROBLEM
5 3600 NEUROQUANTOLOGY//COMPUTAT NEURODYNAM//MACHINE CONSCIOUSNESS
6 2224 INTERNATIONAL JOURNAL OF SOCIAL ROBOTICS//HUMAN ROBOT INTERACTION//CHARACTER ANIMATION
7 862 MULTI AGENT SYSTEMS//FORMATION CONTROL//COOPERATIVE CONTROL
8 3580 ADAPTIVE RESONANCE THEORY//FUZZY ARTMAP//ARTMAP
9 3048 SEARCH GAME//COPS AND ROBBERS//PURSUIT EVASION
10 2815 CASE BASED REASONING//SHAPE GRAMMARS//ENVIRONMENT AND PLANNING B-PLANNING & DESIGN

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