Class information for:
Level 1: PARTICLE FILTER//SEQUENTIAL MONTE CARLO//SEQUENTIAL MONTE CARLO METHODS

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
10288 1076 26.6 48%


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
4 4 ENVIRONMENTAL SCIENCES//GEOSCIENCES, MULTIDISCIPLINARY//METEOROLOGY & ATMOSPHERIC SCIENCES 1766162
488 3       JOURNAL OF GEODESY//GRACE//GPS SOLUTIONS 23184
1351 2             IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS//PARTICLE FILTER//TARGET TRACKING 8293
10288 1                   PARTICLE FILTER//SEQUENTIAL MONTE CARLO//SEQUENTIAL MONTE CARLO METHODS 1076

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 PARTICLE FILTER authKW 2346637 36% 21% 388
2 SEQUENTIAL MONTE CARLO authKW 968007 9% 34% 101
3 SEQUENTIAL MONTE CARLO METHODS authKW 330710 2% 45% 26
4 NONLINEAR FILTERING authKW 281934 6% 14% 69
5 MIXTURE KALMAN FILTER authKW 255393 1% 100% 9
6 FEYNMAN KAC FORMULAE authKW 143651 1% 56% 9
7 FEYNMAN KAC MODELS authKW 141885 0% 100% 5
8 SEQUENTIAL IMPORTANCE SAMPLING authKW 137044 1% 30% 16
9 POPULATION MONTE CARLO authKW 127688 1% 50% 9
10 RESIDUAL RESAMPLING authKW 118236 0% 83% 5

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 Statistics & Probability 15488 29% 0% 316
2 Engineering, Electrical & Electronic 4224 37% 0% 403
3 Automation & Control Systems 2666 11% 0% 114
4 Computer Science, Artificial Intelligence 901 8% 0% 87
5 Computer Science, Theory & Methods 738 8% 0% 84
6 Telecommunications 685 7% 0% 78
7 Computer Science, Interdisciplinary Applications 287 5% 0% 54
8 Engineering, Aerospace 227 2% 0% 26
9 Mathematics, Interdisciplinary Applications 222 4% 0% 40
10 Computer Science, Information Systems 217 4% 0% 46

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 TEOR SERIAL COMUNICAC 56754 0% 100% 2
2 UMR MATH INFORMAT STAT ENVIRONM AGRON 56754 0% 100% 2
3 UMR C55830 51070 1% 30% 6
4 AALBORG MEDIA 37835 0% 67% 2
5 URA 743 37831 0% 33% 4
6 ANAL SEGNALE ANAL RI IO LASAR 28377 0% 100% 1
7 BIOINFORMAT INTELLIGENT SYST EDUC TECHNOL BISIT 28377 0% 100% 1
8 BIOINFORMAT INTELLIGENT SYST EDUC TECHNOL GRP 28377 0% 100% 1
9 CNRS UMR C55830 28377 0% 100% 1
10 CNRSUMR 8146INRIA 28377 0% 100% 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 STATISTICS AND COMPUTING 23549 3% 3% 29
2 IEEE TRANSACTIONS ON SIGNAL PROCESSING 15665 7% 1% 74
3 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 11591 2% 2% 20
4 ANNALS OF APPLIED PROBABILITY 10077 2% 2% 23
5 EURASIP JOURNAL ON APPLIED SIGNAL PROCESSING 6349 1% 1% 15
6 SIGNAL PROCESSING 5970 3% 1% 37
7 DIGITAL SIGNAL PROCESSING 4204 1% 1% 16
8 JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY 3842 1% 1% 13
9 HUMAN GENOME NEWS 3436 0% 6% 2
10 JOURNAL OF SYSTEMS ENGINEERING AND ELECTRONICS 3291 1% 1% 13

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 PARTICLE FILTER 2346637 36% 21% 388 Search PARTICLE+FILTER Search PARTICLE+FILTER
2 SEQUENTIAL MONTE CARLO 968007 9% 34% 101 Search SEQUENTIAL+MONTE+CARLO Search SEQUENTIAL+MONTE+CARLO
3 SEQUENTIAL MONTE CARLO METHODS 330710 2% 45% 26 Search SEQUENTIAL+MONTE+CARLO+METHODS Search SEQUENTIAL+MONTE+CARLO+METHODS
4 NONLINEAR FILTERING 281934 6% 14% 69 Search NONLINEAR+FILTERING Search NONLINEAR+FILTERING
5 MIXTURE KALMAN FILTER 255393 1% 100% 9 Search MIXTURE+KALMAN+FILTER Search MIXTURE+KALMAN+FILTER
6 FEYNMAN KAC FORMULAE 143651 1% 56% 9 Search FEYNMAN+KAC+FORMULAE Search FEYNMAN+KAC+FORMULAE
7 FEYNMAN KAC MODELS 141885 0% 100% 5 Search FEYNMAN+KAC+MODELS Search FEYNMAN+KAC+MODELS
8 SEQUENTIAL IMPORTANCE SAMPLING 137044 1% 30% 16 Search SEQUENTIAL+IMPORTANCE+SAMPLING Search SEQUENTIAL+IMPORTANCE+SAMPLING
9 POPULATION MONTE CARLO 127688 1% 50% 9 Search POPULATION+MONTE+CARLO Search POPULATION+MONTE+CARLO
10 RESIDUAL RESAMPLING 118236 0% 83% 5 Search RESIDUAL+RESAMPLING Search RESIDUAL+RESAMPLING

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 KANTAS, N , DOUCET, A , SINGH, SS , MACIEJOWSKI, J , CHOPIN, N , (2015) ON PARTICLE METHODS FOR PARAMETER ESTIMATION IN STATE-SPACE MODELS.STATISTICAL SCIENCE. VOL. 30. ISSUE 3. P. 328 -351 45 85% 13
2 LI, TC , BOLIC, M , DJURIC, PM , (2015) RESAMPLING METHODS FOR PARTICLE FILTERING.IEEE SIGNAL PROCESSING MAGAZINE. VOL. 32. ISSUE 3. P. 70 -86 34 97% 18
3 CREAL, D , (2012) A SURVEY OF SEQUENTIAL MONTE CARLO METHODS FOR ECONOMICS AND FINANCE.ECONOMETRIC REVIEWS. VOL. 31. ISSUE 3. P. 245 -296 48 69% 23
4 CAPPE, O , GODSILL, SJ , MOULINES, E , (2007) AN OVERVIEW OF EXISTING METHODS AND RECENT ADVANCES IN SEQUENTIAL MONTE CARLO.PROCEEDINGS OF THE IEEE. VOL. 95. ISSUE 5. P. 899-924 33 67% 312
5 LI, TC , SUN, SD , SATTAR, TP , CORCHADO, JM , (2014) FIGHT SAMPLE DEGENERACY AND IMPOVERISHMENT IN PARTICLE FILTERS: A REVIEW OF INTELLIGENT APPROACHES.EXPERT SYSTEMS WITH APPLICATIONS. VOL. 41. ISSUE 8. P. 3944 -3954 33 62% 26
6 DOUCET, A , GODSILL, S , ANDRIEU, C , (2000) ON SEQUENTIAL MONTE CARLO SAMPLING METHODS FOR BAYESIAN FILTERING.STATISTICS AND COMPUTING. VOL. 10. ISSUE 3. P. 197-208 16 80% 1828
7 WHITELEY, N , LEE, A , HEINE, K , (2016) ON THE ROLE OF INTERACTION IN SEQUENTIAL MONTE CARLO ALGORITHMS.BERNOULLI. VOL. 22. ISSUE 1. P. 494 -529 17 100% 3
8 LIN, M , CHEN, R , LIU, JS , (2013) LOOKAHEAD STRATEGIES FOR SEQUENTIAL MONTE CARLO.STATISTICAL SCIENCE. VOL. 28. ISSUE 1. P. 69 -94 24 86% 11
9 DOUC, R , GARIVIER, A , MOULINES, E , OLSSON, J , (2011) SEQUENTIAL MONTE CARLO SMOOTHING FOR GENERAL STATE SPACE HIDDEN MARKOV MODELS.ANNALS OF APPLIED PROBABILITY. VOL. 21. ISSUE 6. P. 2109-2145 22 96% 24
10 DOUC, R , MOULINES, E , OLSSON, J , (2014) LONG-TERM STABILITY OF SEQUENTIAL MONTE CARLO METHODS UNDER VERIFIABLE CONDITIONS.ANNALS OF APPLIED PROBABILITY. VOL. 24. ISSUE 5. P. 1767 -1802 21 95% 6

Classes with closest relation at Level 1


Rank Class id link
1 19969 FINITE DIMENSIONAL FILTER//ESTIMATION ALGEBRA//NONLINEAR DRIFT
2 26001 MOVING HORIZON ESTIMATION//CONSTRAINED STATE ESTIMATION//MOVING HORIZON ESTIMATION MHE
3 2006 IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS//MULTI TARGET TRACKING//TARGET TRACKING
4 23412 BETA REGRESSION//DYNAMIC GENERALIZED LINEAR MODELS//SIMPLEX DISTRIBUTION
5 9220 MARKOV CHAIN MONTE CARLO//COUPLING FROM THE PAST//GEOMETRIC ERGODICITY
6 24748 APPROXIMATE BAYESIAN COMPUTATION//LIKELIHOOD FREE INFERENCE//LIKELIHOOD FREE METHODS
7 4690 INERTIAL NAVIGATION//INERTIAL NAVIGATION SYSTEM//NAV ENGN
8 37702 GENERAL DYNAMIC SYSTEMS//HYPERSURFACE SPLINES//LARGE MAGNITUDE SEISMIC EVENTS
9 1996 VISUAL TRACKING//OBJECT TRACKING//PEDESTRIAN DETECTION
10 20297 RARE EVENT SIMULATION//IMPORTANCE SAMPLING//RARE EVENTS

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