Class information for:
Level 1: LEARNING AUTOMATA//LEARNING AUTOMATA LA//WEAK ESTIMATORS

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
22282 387 25.4 36%


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
313 3       TELECOMMUNICATIONS//QUEUEING SYSTEMS//PERFORMANCE EVALUATION 40047
2633 2             ATM SWITCH//MULTISTAGE INTERCONNECTION NETWORKS//LEARNING AUTOMATA 3517
22282 1                   LEARNING AUTOMATA//LEARNING AUTOMATA LA//WEAK ESTIMATORS 387

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 AUTOMATA authKW 3371763 26% 43% 100
2 LEARNING AUTOMATA LA authKW 1441544 7% 70% 26
3 WEAK ESTIMATORS authKW 315608 1% 100% 4
4 STOCHASTIC GRAPH authKW 280531 2% 44% 8
5 EPSILON OPTIMALITY authKW 258219 2% 55% 6
6 STATIONARY ENVIRONMENTS authKW 252485 1% 80% 4
7 DIMENSIONAL SEARCH authKW 236706 1% 100% 3
8 MODELING OF ADAPTIVE SYSTEMS authKW 236706 1% 100% 3
9 RELATIVE REWARD STRENGTH ALGORITHM authKW 236706 1% 100% 3
10 TUTORIAL LIKE SYSTEMS authKW 236706 1% 100% 3

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, Cybernetics 12810 17% 0% 66
2 Computer Science, Artificial Intelligence 2931 23% 0% 89
3 Telecommunications 2166 20% 0% 78
4 Automation & Control Systems 1388 13% 0% 49
5 Computer Science, Information Systems 1221 15% 0% 58
6 Engineering, Electrical & Electronic 1079 32% 0% 124
7 Computer Science, Theory & Methods 1077 15% 0% 58
8 Computer Science, Hardware & Architecture 950 9% 0% 35
9 Operations Research & Management Science 566 9% 0% 35
10 Computer Science, Software Engineering 144 5% 0% 19

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 STUDIES THEORET PHYS MATH IPM 148690 2% 27% 7
2 SOFT COMP 103187 4% 9% 15
3 ENGN BUIT ENVIRONM 78902 0% 100% 1
4 HAMEDAN BRANCH BAHAR 78902 0% 100% 1
5 INFORMAT COMMUN IC 2 78902 0% 100% 1
6 INFORMATIKUM 78902 0% 100% 1
7 ABORAT INNOVAT E COMMERCE TRANSACT INFO 39450 0% 50% 1
8 COMP ENGN IT 39039 2% 7% 7
9 COMP ENGN INFORMAT TECHNOL 27787 4% 3% 14
10 ARTIFICIAL INTELLIGENCE ROBOTS 19724 0% 25% 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 IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS 48259 9% 2% 35
2 INTERNATIONAL JOURNAL OF COMMUNICATION SYSTEMS 9671 4% 1% 15
3 IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS 8411 3% 1% 12
4 IEEE TRANSACTIONS ON CYBERNETICS 8330 3% 1% 10
5 APPLIED INTELLIGENCE 7753 3% 1% 11
6 INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE 3701 4% 0% 16
7 GENETIC PROGRAMMING AND EVOLVABLE MACHINES 1956 1% 1% 2
8 GETTY RESEARCH JOURNAL 1677 0% 2% 1
9 REVISTA DE INFORMATICA Y AUTOMATICA 1677 0% 2% 1
10 NEUROCOMPUTING 1595 4% 0% 14

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 AUTOMATA 3371763 26% 43% 100 Search LEARNING+AUTOMATA Search LEARNING+AUTOMATA
2 LEARNING AUTOMATA LA 1441544 7% 70% 26 Search LEARNING+AUTOMATA+LA Search LEARNING+AUTOMATA+LA
3 WEAK ESTIMATORS 315608 1% 100% 4 Search WEAK+ESTIMATORS Search WEAK+ESTIMATORS
4 STOCHASTIC GRAPH 280531 2% 44% 8 Search STOCHASTIC+GRAPH Search STOCHASTIC+GRAPH
5 EPSILON OPTIMALITY 258219 2% 55% 6 Search EPSILON+OPTIMALITY Search EPSILON+OPTIMALITY
6 STATIONARY ENVIRONMENTS 252485 1% 80% 4 Search STATIONARY+ENVIRONMENTS Search STATIONARY+ENVIRONMENTS
7 DIMENSIONAL SEARCH 236706 1% 100% 3 Search DIMENSIONAL+SEARCH Search DIMENSIONAL+SEARCH
8 MODELING OF ADAPTIVE SYSTEMS 236706 1% 100% 3 Search MODELING+OF+ADAPTIVE+SYSTEMS Search MODELING+OF+ADAPTIVE+SYSTEMS
9 RELATIVE REWARD STRENGTH ALGORITHM 236706 1% 100% 3 Search RELATIVE+REWARD+STRENGTH+ALGORITHM Search RELATIVE+REWARD+STRENGTH+ALGORITHM
10 TUTORIAL LIKE SYSTEMS 236706 1% 100% 3 Search TUTORIAL+LIKE+SYSTEMS Search TUTORIAL+LIKE+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.


Rank Reference # ref.
in cl.		 Shr. of ref. in
cl.		 Citations
1 GE, H , WANG, YF , LI, SH , CHEN, CLP , GUO, Y , (2016) A COOPERATIVE FRAMEWORK OF LEARNING AUTOMATA AND ITS APPLICATION IN TUTORIAL-LIKE SYSTEM.NEUROCOMPUTING. VOL. 188. ISSUE . P. 311 -318 20 91% 0
2 JIANG, W , HUANG, DS , LI, SH , (2016) RANDOM WALK-BASED SOLUTION TO TRIPLE LEVEL STOCHASTIC POINT LOCATION PROBLEM.IEEE TRANSACTIONS ON CYBERNETICS. VOL. 46. ISSUE 6. P. 1438 -1451 19 90% 0
3 GE, H , LI, JH , LI, SH , JIANG, W , WANG, YF , (2017) A NOVEL PARALLEL FRAMEWORK FOR PURSUIT LEARNING SCHEMES.NEUROCOMPUTING. VOL. 228. ISSUE . P. 198 -204 19 86% 0
4 BEIGY, H , MEYBODI, MR , (2006) A NEW CONTINUOUS ACTION-SET LEARNING AUTOMATON FOR FUNCTION OPTIMIZATION.JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS. VOL. 343. ISSUE 1. P. 27-47 19 100% 17
5 BABA, N , MOGAMI, Y , (2006) A RELATIVE REWARD-STRENGTH ALGORITHM FOR THE HIERARCHICAL STRUCTURE LEARNING AUTOMATA OPERATING IN THE GENERAL NONSTATIONARY MULTITEACHER ENVIRONMENT.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS. VOL. 36. ISSUE 4. P. 781-794 21 91% 6
6 ZHANG, JQ , WANG, C , ZANG, D , ZHOU, MC , (2016) INCORPORATION OF OPTIMAL COMPUTING BUDGET ALLOCATION FOR ORDINAL OPTIMIZATION INTO LEARNING AUTOMATA.IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING. VOL. 13. ISSUE 2. P. 1008 -1017 19 73% 0
7 AGACHE, M , OOMMEN, BJ , (2002) GENERALIZED PURSUIT LEARNING SCHEMES: NEW FAMILIES OF CONTINUOUS AND DISCRETIZED LEARNING AUTOMATA.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS. VOL. 32. ISSUE 6. P. 738-749 19 95% 63
8 OOMMEN, BJ , HASHEM, MK , (2010) MODELING A STUDENT'S BEHAVIOR IN A TUTORIAL-LIKE SYSTEM USING LEARNING AUTOMATA.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS. VOL. 40. ISSUE 2. P. 481 -492 16 89% 10
9 HUANG, DS , JIANG, W , (2012) A GENERAL CPL-ADS METHODOLOGY FOR FIXING DYNAMIC PARAMETERS IN DUAL ENVIRONMENTS.IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS. VOL. 42. ISSUE 5. P. 1489-1500 14 82% 20
10 OOMMEN, BJ , HASHEM, MK , (2013) MODELING THE "LEARNING PROCESS" OF THE TEACHER IN A TUTORIAL-LIKE SYSTEM USING LEARNING AUTOMATA.IEEE TRANSACTIONS ON CYBERNETICS. VOL. 43. ISSUE 6. P. 2020 -2031 19 59% 7

Classes with closest relation at Level 1


Rank Class id link
1 17488 RECEIVER COLLISION//AVERAGE REJECTION PROBABILITY//PROPAGATION DELAY LATENCY
2 23571 COUNTING TO INFINITY//ROUTING INFORMATION PROTOCOL//BIDIRECTIONAL MULTIPLE QOS REQUIREMENTS
3 5817 REINFORCEMENT LEARNING//Q LEARNING//MARKOV DECISION PROCESSES
4 37715 SCI CORP INFORMAT SYST//3RD AGE//A NOISY TIME SERIES
5 5659 CONNECTED DOMINATING SET//MOBILE AD HOC NETWORKS//AD HOC NETWORKS
6 13644 DATA BROADCASTING//WIRELESS DATA BROADCAST//BROADCAST DISKS
7 25878 DYNAMIC GRAPH ALGORITHMS//DYNAMIC ALGORITHMS//ASSOCIATIVE PARALLEL PROCESSOR
8 32918 EVOLUTION OF FOSS SYSTEMS//HOGG HUBERMAN MODEL//LINUX DISTRIBUTIONS
9 4333 WIRELESS SENSOR NETWORKS//BARRIER COVERAGE//COVERAGE
10 17596 BANDWIDTH PACKING//CHAIR SYST COMP NETWORKS//DEGREE CONSTRAINED MINIMUM SPANNING TREE

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