Class information for:
Level 1: STOCHASTIC APPROXIMATION//GRADIENT ESTIMATION//FREQUENCY DOMAIN METHODOLOGY

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
12170 862 20.9 33%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)


ID, lev.
above		 Publications Label for level above
2893 2313 RANKING AND SELECTION//OPTIMIZATION VIA SIMULATION//RARE EVENT SIMULATION

Terms with highest relevance score


Rank Term Type of term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 STOCHASTIC APPROXIMATION Author keyword 14 13% 12% 104
2 GRADIENT ESTIMATION Author keyword 12 31% 4% 31
3 FREQUENCY DOMAIN METHODOLOGY Author keyword 11 100% 1% 6
4 PERFORMANCE POTENTIAL Author keyword 10 50% 2% 14
5 PERTURBATION ANALYSIS PA Author keyword 9 83% 1% 5
6 PERTURBATION REALIZATION Author keyword 9 83% 1% 5
7 MEASURE VALUED DIFFERENTIATION Author keyword 8 75% 1% 6
8 PERFORMANCE POTENTIALS Author keyword 7 56% 1% 9
9 TWO TIMESCALE STOCHASTIC APPROXIMATION Author keyword 7 67% 1% 6
10 PERTURBATION ANALYSIS Author keyword 6 10% 7% 58

Web of Science journal categories

Author Key Words


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class		 LCSH search Wikipedia search
1 STOCHASTIC APPROXIMATION 14 13% 12% 104 Search STOCHASTIC+APPROXIMATION Search STOCHASTIC+APPROXIMATION
2 GRADIENT ESTIMATION 12 31% 4% 31 Search GRADIENT+ESTIMATION Search GRADIENT+ESTIMATION
3 FREQUENCY DOMAIN METHODOLOGY 11 100% 1% 6 Search FREQUENCY+DOMAIN+METHODOLOGY Search FREQUENCY+DOMAIN+METHODOLOGY
4 PERFORMANCE POTENTIAL 10 50% 2% 14 Search PERFORMANCE+POTENTIAL Search PERFORMANCE+POTENTIAL
5 PERTURBATION ANALYSIS PA 9 83% 1% 5 Search PERTURBATION+ANALYSIS+PA Search PERTURBATION+ANALYSIS+PA
6 PERTURBATION REALIZATION 9 83% 1% 5 Search PERTURBATION+REALIZATION Search PERTURBATION+REALIZATION
7 MEASURE VALUED DIFFERENTIATION 8 75% 1% 6 Search MEASURE+VALUED+DIFFERENTIATION Search MEASURE+VALUED+DIFFERENTIATION
8 PERFORMANCE POTENTIALS 7 56% 1% 9 Search PERFORMANCE+POTENTIALS Search PERFORMANCE+POTENTIALS
9 TWO TIMESCALE STOCHASTIC APPROXIMATION 7 67% 1% 6 Search TWO+TIMESCALE+STOCHASTIC+APPROXIMATION Search TWO+TIMESCALE+STOCHASTIC+APPROXIMATION
10 PERTURBATION ANALYSIS 6 10% 7% 58 Search PERTURBATION+ANALYSIS Search PERTURBATION+ANALYSIS

Key Words Plus


Rank Web of Science journal category Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ. in
class
1 INFINITESIMAL PERTURBATION ANALYSIS 33 72% 3% 26
2 PERFORMANCE SENSITIVITY ANALYSIS 14 100% 1% 7
3 PERTURBATION REALIZATION 11 52% 2% 15
4 GRADIENT ESTIMATION 7 41% 2% 13
5 ERGODIC QUEUES 6 80% 0% 4
6 PERTURBATION GRADIENT APPROXIMATION 6 31% 2% 17
7 STOCHASTIC APPROXIMATION 6 13% 5% 46
8 PERTURBATION ANALYSIS 6 13% 5% 43
9 JACKSON QUEUING NETWORKS 4 75% 0% 3
10 MEASURE VALUED DIFFERENTIATION 3 57% 0% 4

Journals

Reviews


Title Publ. year Cit. Active references % act. ref.
to same field
Performance optimization of queueing systems with perturbation realization 2012 6 27 63%
Simulation optimization: A comprehensive review on theory and applications 2004 70 101 39%
Optimization and sensitivity analysis of computer simulation models by the score function method 1996 15 3 100%
Perturbation analysis of discrete event systems: Concepts, algorithms, and applications 1996 4 13 85%
Stochastic approximation algorithms: Overview and recent trends 1999 9 61 41%

Address terms


Rank Address term Relevance score
(tfidf)		 Class's shr.
of term's tot.
occurrences		 Shr. of publ.
in class containing
term		 Num. of
publ.
in class
1 INTELLIGENT NETWORKED SYST CFINS 3 28% 0.9% 8
2 CFINS 1 19% 0.6% 5
3 GAZI BABA BB 1 50% 0.1% 1
4 ISIB CNR 1 50% 0.1% 1
5 QUANTITAT FINANCIAL DEV 0 33% 0.1% 1
6 SIGNAL ELECT EMBEDDED SYST 0 33% 0.1% 1
7 ECON LICADA CUANTITAT 2 0 25% 0.1% 1
8 NORD EUROPE 0 25% 0.1% 1
9 TEAM SEQUEL 0 25% 0.1% 1
10 IE OR INTERDISCIPLINARY PROGRAMME 0 20% 0.1% 1

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000244003 RANKING AND SELECTION//OPTIMIZATION VIA SIMULATION//STANDARDIZED TIME SERIES
2 0.0000141556 RARE EVENT SIMULATION//IMPORTANCE SAMPLING//RARE EVENT PROBABILITY ESTIMATION
3 0.0000084165 ITERATIVE FEEDBACK TUNING//VIRTUAL REFERENCE FEEDBACK TUNING VRFT//DATA DRIVEN CONTROL
4 0.0000082550 PROD SYST DESIGN CONTROL//HEDGING POINT POLICY//AUTOMATED PROD ENGN
5 0.0000082035 REINFORCEMENT LEARNING//ADAPTIVE DYNAMIC PROGRAMMING//APPROXIMATE DYNAMIC PROGRAMMING
6 0.0000072174 SEQUENTIAL BIFURCATION//FIELD SERVICE//REGRESSION METAMODEL
7 0.0000068197 OPTIMAL STATIONARY POLICY//DISCRETE TIME MARKOV CONTROL PROCESSES//CONTINUOUS TIME MARKOV DECISION PROCESS
8 0.0000059780 FORK JOIN QUEUES//CLOSED QUEUING NETWORKS//PRODUCT FORM NETWORKS
9 0.0000056973 PRODUCTION LINES//BUFFER ALLOCATION//UNRELIABLE MACHINES
10 0.0000044877 COOLING SCHEDULES//FINITE TIME PERFORMANCE//ADAPTIVE COOLING SCHEDULE