Class information for:
Level 1: MARKOV RANDOM FIELD//ITERATIVE CONDITIONAL ESTIMATION//TRIPLET MARKOV CHAINS

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
12 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, INFORMATION SYSTEMS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE 1181119
23 3       STATISTICS & PROBABILITY//STAT//COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 119395
1464 2             DIRICHLET PROCESS//BAYESIAN NONPARAMETRICS//MARKOV CHAIN MONTE CARLO 8006
9911 1                   MARKOV RANDOM FIELD//ITERATIVE CONDITIONAL ESTIMATION//TRIPLET MARKOV CHAINS 1141

Terms with highest relevance score


rank Category termType chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 MARKOV RANDOM FIELD authKW 786251 15% 16% 173
2 ITERATIVE CONDITIONAL ESTIMATION authKW 276205 1% 100% 10
3 TRIPLET MARKOV CHAINS authKW 248585 1% 100% 9
4 UNSUPERVISED SEGMENTATION authKW 155580 2% 28% 20
5 REMOTE SENSING IMAGE PROC FUS GRP address 153438 1% 56% 10
6 AUTOLOGISTIC MODEL authKW 145855 1% 41% 13
7 HIDDEN MARKOV CHAINS authKW 145855 1% 41% 13
8 AUTOLOGISTIC DISTRIBUTION authKW 138103 0% 100% 5
9 MULTI CLASS SEGMENTATION authKW 138103 0% 100% 5
10 TRIPLET MARKOV FIELDS authKW 138103 0% 100% 5

Web of Science journal categories


chi_square_rank Category chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 Computer Science, Artificial Intelligence 18900 34% 0% 387
2 Engineering, Electrical & Electronic 5886 43% 0% 487
3 Imaging Science & Photographic Technology 5083 10% 0% 110
4 Statistics & Probability 4060 15% 0% 170
5 Computer Science, Theory & Methods 1907 12% 0% 134
6 Remote Sensing 1549 5% 0% 60
7 Computer Science, Software Engineering 1223 8% 0% 91
8 Computer Science, Information Systems 584 6% 0% 74
9 Computer Science, Cybernetics 194 1% 0% 15
10 Optics 174 7% 0% 75

Address terms


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 REMOTE SENSING IMAGE PROC FUS GRP 153438 1% 56% 10
2 CITI 69624 2% 9% 27
3 CNRSUMR 5157 66282 1% 40% 6
4 BEIJING SPACE SYST ENGN 62145 0% 75% 3
5 REMOTE SENSING SCI PLICAT 55237 0% 50% 4
6 UMR 5157 49130 1% 16% 11
7 COMPOSANTS SYST TELECOMMUN 36826 0% 67% 2
8 A1 VIS UNIT 27621 0% 100% 1
9 ABORAT INFORMAT SENSING UNDERSTANDING 27621 0% 100% 1
10 AFDELING ESAT 27621 0% 100% 1

Journals


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass
1 IEEE TRANSACTIONS ON IMAGE PROCESSING 29870 7% 1% 80
2 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 26131 6% 1% 67
3 CVGIP-GRAPHICAL MODELS AND IMAGE PROCESSING 17756 1% 6% 11
4 PATTERN RECOGNITION LETTERS 10233 4% 1% 47
5 GRAPHICAL MODELS AND IMAGE PROCESSING 9972 1% 5% 8
6 PATTERN RECOGNITION 5316 3% 1% 37
7 IMAGE AND VISION COMPUTING 5043 2% 1% 22
8 STATISTICS AND COMPUTING 4925 1% 1% 14
9 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 4546 1% 1% 13
10 SIGNAL PROCESSING 3220 2% 0% 28

Author Key Words


chi_square_rank term chi_square shrOfCwithTerm shrOfTermInClass termInClass LCSH search Wikipedia search
1 MARKOV RANDOM FIELD 786251 15% 16% 173 Search MARKOV+RANDOM+FIELD Search MARKOV+RANDOM+FIELD
2 ITERATIVE CONDITIONAL ESTIMATION 276205 1% 100% 10 Search ITERATIVE+CONDITIONAL+ESTIMATION Search ITERATIVE+CONDITIONAL+ESTIMATION
3 TRIPLET MARKOV CHAINS 248585 1% 100% 9 Search TRIPLET+MARKOV+CHAINS Search TRIPLET+MARKOV+CHAINS
4 UNSUPERVISED SEGMENTATION 155580 2% 28% 20 Search UNSUPERVISED+SEGMENTATION Search UNSUPERVISED+SEGMENTATION
5 AUTOLOGISTIC MODEL 145855 1% 41% 13 Search AUTOLOGISTIC+MODEL Search AUTOLOGISTIC+MODEL
6 HIDDEN MARKOV CHAINS 145855 1% 41% 13 Search HIDDEN+MARKOV+CHAINS Search HIDDEN+MARKOV+CHAINS
7 AUTOLOGISTIC DISTRIBUTION 138103 0% 100% 5 Search AUTOLOGISTIC+DISTRIBUTION Search AUTOLOGISTIC+DISTRIBUTION
8 MULTI CLASS SEGMENTATION 138103 0% 100% 5 Search MULTI+CLASS+SEGMENTATION Search MULTI+CLASS+SEGMENTATION
9 TRIPLET MARKOV FIELDS 138103 0% 100% 5 Search TRIPLET+MARKOV+FIELDS Search TRIPLET+MARKOV+FIELDS
10 ICM ALGORITHM 115084 0% 83% 5 Search ICM+ALGORITHM Search ICM+ALGORITHM

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 4992 TEXTURE CLASSIFICATION//TEXTURE SEGMENTATION//LOCAL BINARY PATTERN
2 12690 SIMULATED ANNEALING//ADAPTIVE COOLING SCHEDULE//PARALLEL SIMULATED ANNEALING
3 33401 DEPENDENT MIXTURE MODEL//HMM WITH ADDITIVE WHITE GAUSSIAN NOISE//MIXED HIDDEN MARKOV MODELS
4 9821 COUPLING FROM THE PAST//MARKOV CHAIN MONTE CARLO//GEOMETRIC ERGODICITY
5 1267 ACTIVE CONTOURS//IMAGE SEGMENTATION//ACTIVE CONTOUR MODEL
6 6972 SKULL STRIPPING//BRAIN TUMOR SEGMENTATION//BRAIN SEGMENTATION
7 7508 MULTILEVEL THRESHOLDING//IMAGE THRESHOLDING//BINARIZATION
8 3889 OPTICAL FLOW//MOTION ESTIMATION//INTERNATIONAL JOURNAL OF COMPUTER VISION
9 8337 BLIND DECONVOLUTION//IMAGE RESTORATION//IMAGE DEBLURRING
10 8303 STEREO MATCHING//STEREO VISION//DISPARITY ESTIMATION

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