Class information for:
Level 1: STOCHASTIC APPROXIMATION//NOISE SEQUENCES//RECURSIVE ESTIMATORS

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
20612 452 20.0 30%


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
264 3       COMPUTER SCIENCE, HARDWARE & ARCHITECTURE//IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS//ENGINEERING, ELECTRICAL & ELECTRONIC 44494
1037 2             IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS//IEEE TRANSACTIONS ON SIGNAL PROCESSING//ADAPTIVE FILTERING 10147
20612 1                   STOCHASTIC APPROXIMATION//NOISE SEQUENCES//RECURSIVE ESTIMATORS 452

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 STOCHASTIC APPROXIMATION authKW 386235 14% 9% 63
2 NOISE SEQUENCES authKW 202665 1% 100% 3
3 RECURSIVE ESTIMATORS authKW 187649 1% 56% 5
4 L MIXING PROCESSES authKW 180144 1% 67% 4
5 STOCHASTIC APPROXIMATION ALGORITHM authKW 160830 2% 24% 10
6 ASYMPTOTIC CONFIDENCE REGIONS authKW 135110 0% 100% 2
7 LIMIT THEOREM FOR MOMENTS authKW 135110 0% 100% 2
8 ALMOST SURE INVARIANCE PRINCIPLES authKW 121597 1% 60% 3
9 RECURSIVE ESTIMATION authKW 103405 5% 7% 21
10 ROBBINS MONRO authKW 98257 1% 36% 4

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 Automation & Control Systems 17360 40% 0% 183
2 Statistics & Probability 4028 23% 0% 105
3 Engineering, Electrical & Electronic 1188 31% 0% 141
4 Mathematics, Applied 476 14% 0% 63
5 Operations Research & Management Science 366 7% 0% 31
6 Computer Science, Information Systems 328 8% 0% 34
7 Instruments & Instrumentation 320 9% 0% 41
8 COMPUTER APPLICATIONS & CYBERNETICS 227 1% 0% 3
9 Mathematics 101 8% 0% 36
10 Social Sciences, Mathematical Methods 41 1% 0% 6

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 ARCHITECTURE VENICE 67555 0% 100% 1
2 ELECT TELECOMMUNICAT COMP SCI 67555 0% 100% 1
3 IECN MATH 67555 0% 100% 1
4 REI AI 67555 0% 100% 1
5 UNILEVER MOL SCI INFORMAT CHEM S 67555 0% 100% 1
6 VOICE SIGNAL PROC GRP 67555 0% 100% 1
7 ISIB CNR 33777 0% 50% 1
8 CONTROL DYNAM SYST GRP 22517 0% 33% 1
9 PROBABILITIES 22517 0% 33% 1
10 SUPER CHEM ENGN EXTRACT IND 22517 0% 33% 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 AUTOMATION AND REMOTE CONTROL 23319 8% 1% 36
2 IEEE TRANSACTIONS ON AUTOMATIC CONTROL 16060 11% 0% 51
3 SIAM JOURNAL ON CONTROL AND OPTIMIZATION 11569 6% 1% 25
4 INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING 8683 3% 1% 13
5 ZEITSCHRIFT FUR WAHRSCHEINLICHKEITSTHEORIE UND VERWANDTE GEBIETE 2838 1% 1% 5
6 IEEE TRANSACTIONS ON INFORMATION THEORY 2587 4% 0% 19
7 LECTURE NOTES IN CONTROL AND INFORMATION SCIENCES 2542 2% 0% 10
8 AUTOMATICA 2471 4% 0% 17
9 REVUE ROUMAINE DES SCIENCES TECHNIQUES-SERIE ELECTROTECHNIQUE ET ENERGETIQUE 2465 1% 1% 4
10 ANNALS OF STATISTICS 2459 3% 0% 12

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 STOCHASTIC APPROXIMATION 386235 14% 9% 63 Search STOCHASTIC+APPROXIMATION Search STOCHASTIC+APPROXIMATION
2 NOISE SEQUENCES 202665 1% 100% 3 Search NOISE+SEQUENCES Search NOISE+SEQUENCES
3 RECURSIVE ESTIMATORS 187649 1% 56% 5 Search RECURSIVE+ESTIMATORS Search RECURSIVE+ESTIMATORS
4 L MIXING PROCESSES 180144 1% 67% 4 Search L+MIXING+PROCESSES Search L+MIXING+PROCESSES
5 STOCHASTIC APPROXIMATION ALGORITHM 160830 2% 24% 10 Search STOCHASTIC+APPROXIMATION+ALGORITHM Search STOCHASTIC+APPROXIMATION+ALGORITHM
6 ASYMPTOTIC CONFIDENCE REGIONS 135110 0% 100% 2 Search ASYMPTOTIC+CONFIDENCE+REGIONS Search ASYMPTOTIC+CONFIDENCE+REGIONS
7 LIMIT THEOREM FOR MOMENTS 135110 0% 100% 2 Search LIMIT+THEOREM+FOR+MOMENTS Search LIMIT+THEOREM+FOR+MOMENTS
8 ALMOST SURE INVARIANCE PRINCIPLES 121597 1% 60% 3 Search ALMOST+SURE+INVARIANCE+PRINCIPLES Search ALMOST+SURE+INVARIANCE+PRINCIPLES
9 RECURSIVE ESTIMATION 103405 5% 7% 21 Search RECURSIVE+ESTIMATION Search RECURSIVE+ESTIMATION
10 ROBBINS MONRO 98257 1% 36% 4 Search ROBBINS+MONRO Search ROBBINS+MONRO

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 MOKKADEM, A , PELLETIER, M , (2007) A COMPANION FOR THE KIEFER-WOLFOWITZ-BLUM STOCHASTIC APPROXIMATION ALGORITHM.ANNALS OF STATISTICS. VOL. 35. ISSUE 4. P. 1749-1772 12 86% 5
2 KOURITZIN, MA , SADEGHI, S , (2015) CONVERGENCE RATES AND DECOUPLING IN LINEAR STOCHASTIC APPROXIMATION ALGORITHMS.SIAM JOURNAL ON CONTROL AND OPTIMIZATION. VOL. 53. ISSUE 3. P. 1484 -1508 11 69% 0
3 WANG, IJ , CHONG, EKP , KULKARNI, SR , (1997) WEIGHTED AVERAGING AND STOCHASTIC APPROXIMATION.MATHEMATICS OF CONTROL SIGNALS AND SYSTEMS. VOL. 10. ISSUE 1. P. 41 -60 13 93% 10
4 MOKKADEM, A , PELLETIER, M , SLAOUI, Y , (2009) REVISITING REVESZ'S STOCHASTIC APPROXIMATION METHOD FOR THE ESTIMATION OF A REGRESSION FUNCTION.ALEA-LATIN AMERICAN JOURNAL OF PROBABILITY AND MATHEMATICAL STATISTICS. VOL. 6. ISSUE . P. 63-114 11 65% 2
5 AGUECH, R , MOULINES, E , PRIOURET, P , (2000) ON A PERTURBATION APPROACH OR THE ANALYSIS OF STOCHASTIC TRACKING ALGORITHMS.SIAM JOURNAL ON CONTROL AND OPTIMIZATION. VOL. 39. ISSUE 3. P. 872-899 12 75% 3
6 YIN, G , (1991) RECENT PROGRESS IN PARALLEL STOCHASTIC APPROXIMATIONS.LECTURE NOTES IN CONTROL AND INFORMATION SCIENCES. VOL. 161. ISSUE . P. 159 -184 16 80% 0
7 CHONG, EKP , WANG, IJ , KULKARNI, SR , (1999) NOISE CONDITIONS FOR PRESPECIFIED CONVERGENCE RATES OF STOCHASTIC APPROXIMATION ALGORITHMS.IEEE TRANSACTIONS ON INFORMATION THEORY. VOL. 45. ISSUE 2. P. 810-814 9 100% 6
8 MOUSTAKIDES, GV , (1998) EXPONENTIAL CONVERGENCE OF PRODUCTS OF RANDOM MATRICES: APPLICATION TO ADAPTIVE ALGORITHMS.INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING. VOL. 12. ISSUE 7. P. 579 -597 10 91% 13
9 DIPPON, J , WALK, H , (2006) THE AVERAGED ROBBINS - MONRO METHOD FOR LINEAR PROBLEMS IN A BANACH SPACE.JOURNAL OF THEORETICAL PROBABILITY. VOL. 19. ISSUE 1. P. 166-189 8 80% 3
10 GYORFI, L , WALK, H , (1996) ON THE AVERAGED STOCHASTIC APPROXIMATION FOR LINEAR REGRESSION.SIAM JOURNAL ON CONTROL AND OPTIMIZATION. VOL. 34. ISSUE 1. P. 31-61 11 79% 6

Classes with closest relation at Level 1


Rank Class id link
1 4049 ADAPTIVE CONTROL//AUTOMATION & CONTROL SYSTEMS//MULTIPLE MODELS
2 7807 RANKING AND SELECTION//ORDINAL OPTIMIZATION//OUTPUT ANALYSIS
3 3843 ADAPTIVE FILTERING//ADAPTIVE FILTERS//ACOUSTIC ECHO CANCELLATION
4 15274 RLS ALGORITHM//FAST RLS ALGORITHM//IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING
5 16710 ADAPTIVE NOTCH FILTER//ADAPTIVE IIR FILTERING//MULTIPLE NOTCH FILTER
6 33031 DELAYED LMS ALGORITHM//DLMS ALGORITHM//DISTRIBUTED ARITHMETIC DA
7 23035 ERRORS IN VARIABLES MODELS//FRISCH SCHEME//BIAS ELIMINATING LEAST SQUARES
8 22501 TIME DEPENDENT ARMA MODELS//UNIFORMLY MODULATED FUNCTION//EXACT MAXIMUM LIKELIHOOD ESTIMATOR
9 6451 IDENTIFICATION FOR CONTROL//CLOSED LOOP IDENTIFICATION//SET MEMBERSHIP IDENTIFICATION
10 23956 FIRST ORDER METHODS//ITERATION COMPLEXITY//OPTIMAL METHODS

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