Class information for:
Level 1: REINFORCEMENT LEARNING//MULTIAGENT LEARNING//Q LEARNING

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
22 4 AUTOMATION & CONTROL SYSTEMS//ENGINEERING, CIVIL//ACOUSTICS 457813
58 3       ROBOTICS//AUTOMATION & CONTROL SYSTEMS//JOURNAL OF GUIDANCE CONTROL AND DYNAMICS 94289
711 2             ROBOTICS//MOBILE ROBOTS//ROBOTICS AND AUTONOMOUS SYSTEMS 13242
10428 1                   REINFORCEMENT LEARNING//MULTIAGENT LEARNING//Q LEARNING 1094

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 REINFORCEMENT LEARNING authKW 1658255 35% 15% 382
2 MULTIAGENT LEARNING authKW 453257 3% 43% 37
3 Q LEARNING authKW 410224 6% 20% 70
4 POMDP authKW 175399 2% 23% 26
5 HIERARCHICAL REINFORCEMENT LEARNING authKW 138260 1% 40% 12
6 PARTIALLY OBSERVABLE MARKOV DECISION PROCESSES authKW 131562 1% 35% 13
7 LINKED MULTICOMPONENT ROBOTIC SYSTEMS authKW 120028 0% 83% 5
8 POINT BASED VALUE ITERATION authKW 115229 0% 100% 4
9 TELEO REACTIVE authKW 115229 0% 100% 4
10 REWARD SHAPING authKW 115225 1% 67% 6

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 80294 71% 0% 773
2 Robotics 8915 8% 0% 92
3 Automation & Control Systems 5999 16% 0% 172
4 Computer Science, Cybernetics 2914 5% 0% 54
5 Computer Science, Theory & Methods 1905 12% 0% 131
6 Computer Science, Information Systems 1265 9% 0% 103
7 Computer Science, Software Engineering 196 4% 0% 39
8 Computer Science, Hardware & Architecture 192 3% 0% 29
9 Computer Science, Interdisciplinary Applications 180 4% 0% 45
10 Operations Research & Management Science 171 3% 0% 36

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 SYST ELECT ENGN DSIE 80016 0% 56% 5
2 FIBO 57614 0% 100% 2
3 IND COMMERCE MANAGEMENT 57614 0% 100% 2
4 DISTRIBUTED SENSOR SYST GRP 38408 0% 67% 2
5 NOVEL TECHNOL INTELLIGENT EQUIPMENTS 38408 0% 67% 2
6 AD T MACHINE SYSTERNS 28807 0% 100% 1
7 AG COGNIT SYST 28807 0% 100% 1
8 BEIJING CLOUD COMP STANDARD VERIFICAT 28807 0% 100% 1
9 BRAZILIAN INFORMAT SCI TECHNOL 28807 0% 100% 1
10 BUNDANGGU 28807 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 AUTONOMOUS AGENTS AND MULTI-AGENT SYSTEMS 111822 4% 9% 43
2 JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH 98304 5% 6% 56
3 MACHINE LEARNING 54713 4% 4% 49
4 JOURNAL OF MACHINE LEARNING RESEARCH 28199 4% 2% 40
5 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 22606 10% 1% 114
6 ADAPTIVE BEHAVIOR 14000 1% 3% 15
7 ROBOTICS AND AUTONOMOUS SYSTEMS 12012 3% 1% 31
8 ARTIFICIAL INTELLIGENCE 11744 3% 1% 31
9 IEEE TRANSACTIONS ON CYBERNETICS 7685 2% 1% 18
10 AI MAGAZINE 7481 1% 2% 14

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 REINFORCEMENT LEARNING 1658255 35% 15% 382 Search REINFORCEMENT+LEARNING Search REINFORCEMENT+LEARNING
2 MULTIAGENT LEARNING 453257 3% 43% 37 Search MULTIAGENT+LEARNING Search MULTIAGENT+LEARNING
3 Q LEARNING 410224 6% 20% 70 Search Q+LEARNING Search Q+LEARNING
4 POMDP 175399 2% 23% 26 Search POMDP Search POMDP
5 HIERARCHICAL REINFORCEMENT LEARNING 138260 1% 40% 12 Search HIERARCHICAL+REINFORCEMENT+LEARNING Search HIERARCHICAL+REINFORCEMENT+LEARNING
6 PARTIALLY OBSERVABLE MARKOV DECISION PROCESSES 131562 1% 35% 13 Search PARTIALLY+OBSERVABLE+MARKOV+DECISION+PROCESSES Search PARTIALLY+OBSERVABLE+MARKOV+DECISION+PROCESSES
7 LINKED MULTICOMPONENT ROBOTIC SYSTEMS 120028 0% 83% 5 Search LINKED+MULTICOMPONENT+ROBOTIC+SYSTEMS Search LINKED+MULTICOMPONENT+ROBOTIC+SYSTEMS
8 POINT BASED VALUE ITERATION 115229 0% 100% 4 Search POINT+BASED+VALUE+ITERATION Search POINT+BASED+VALUE+ITERATION
9 TELEO REACTIVE 115229 0% 100% 4 Search TELEO+REACTIVE Search TELEO+REACTIVE
10 REWARD SHAPING 115225 1% 67% 6 Search REWARD+SHAPING Search REWARD+SHAPING

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 11924 ADAPTIVE DYNAMIC PROGRAMMING//ADAPTIVE DYNAMIC PROGRAMMING ADP//APPROXIMATE DYNAMIC PROGRAMMING
2 24964 ROBOT SOCCER//SOCCER ROBOTS//ROBOTIC SOCCER
3 31281 CONDITION MONITORING MAINTENANCE//AGENT COOPERATION DISTRIBUTED PROBLEM SOLVING//AGENT COOPERATION TEAMWORK
4 10739 IMITATION LEARNING//DEVELOPMENTAL ROBOTICS//LEARNING FROM DEMONSTRATION
5 7577 JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH//AUTOMATED PLANNING//ARTIFICIAL INTELLIGENCE
6 10232 EVOLUTIONARY ROBOTICS//NEUROEVOLUTION//ARTIFICIAL LIFE
7 13842 SWARM ROBOTICS//TASK ALLOCATION//MULTI ROBOT TASK ALLOCATION
8 22121 LEARNING CLASSIFIER SYSTEMS//XCS//XCSF
9 25398 BEHAVIOR BASED CONTROL//DEBUT THEOREM//MODULE LEARNING
10 21849 LEARNING AUTOMATA//LEARNING AUTOMATA LA//STOCHASTIC GRAPH

Go to start page