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

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
13634 823 24.3 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
9 4 COMPUTER SCIENCE, THEORY & METHODS//COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//COMPUTER SCIENCE, INFORMATION SYSTEMS 1247339
26 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//PATTERN RECOGNITION//COMPUTER SCIENCE, SOFTWARE ENGINEERING 111824
2490 2             TEXTURE CLASSIFICATION//TEXTURE SEGMENTATION//DIRECTIONAL DATA 3919
13634 1                   MARKOV RANDOM FIELD//ITERATIVE CONDITIONAL ESTIMATION//TRIPLET MARKOV CHAINS 823

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 MARKOV RANDOM FIELD authKW 576601 15% 12% 125
2 ITERATIVE CONDITIONAL ESTIMATION authKW 371011 1% 100% 10
3 TRIPLET MARKOV CHAINS authKW 333910 1% 100% 9
4 AUTOLOGISTIC MODEL authKW 227228 2% 44% 14
5 REMOTE SENSING IMAGE PROC FUS GRP address 214650 1% 64% 9
6 BAYESIAN RESTORATION authKW 201992 1% 78% 7
7 HIDDEN MARKOV CHAINS authKW 195925 2% 41% 13
8 AUTOLOGISTIC DISTRIBUTION authKW 185505 1% 100% 5
9 MULTI CLASS SEGMENTATION authKW 185505 1% 100% 5
10 TRIPLET MARKOV FIELDS authKW 185505 1% 100% 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 Computer Science, Artificial Intelligence 11579 31% 0% 256
2 Statistics & Probability 5762 21% 0% 170
3 Engineering, Electrical & Electronic 2893 36% 0% 293
4 Imaging Science & Photographic Technology 2879 9% 0% 70
5 Remote Sensing 1436 6% 0% 48
6 Computer Science, Theory & Methods 1408 12% 0% 98
7 Computer Science, Software Engineering 752 7% 0% 61
8 Computer Science, Information Systems 406 6% 0% 52
9 Computer Science, Cybernetics 247 2% 0% 14
10 Computer Science, Interdisciplinary Applications 216 5% 0% 41

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 REMOTE SENSING IMAGE PROC FUS GRP 214650 1% 64% 9
2 CNRSUMR 5157 158290 1% 53% 8
3 CITI 130070 4% 11% 31
4 UMR 5157 111852 2% 22% 14
5 MATH SCI INSIGHT 74202 0% 100% 2
6 BEIJING SPACE SYST ENGN 49467 0% 67% 2
7 MIIRE GRP 49467 0% 67% 2
8 GRP TRAITEMENT SIGNAL 47698 0% 43% 3
9 A1 VIS UNIT 37101 0% 100% 1
10 ABORAT INFORMAT SENSING UNDERSTANDING 37101 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 GRAPHICAL MODELS AND IMAGE PROCESSING 10257 1% 4% 7
2 IEEE TRANSACTIONS ON IMAGE PROCESSING 10235 5% 1% 39
3 STATISTICS AND COMPUTING 9363 2% 2% 16
4 IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 8750 4% 1% 33
5 PATTERN RECOGNITION LETTERS 8292 4% 1% 36
6 JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS 5450 1% 1% 12
7 IMAGE AND VISION COMPUTING 5180 2% 1% 19
8 CVGIP-GRAPHICAL MODELS AND IMAGE PROCESSING 4924 1% 3% 5
9 SYSTEMS AND COMPUTERS IN JAPAN 4215 1% 2% 6
10 PATTERN RECOGNITION 4211 3% 0% 28

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 MARKOV RANDOM FIELD 576601 15% 12% 125 Search MARKOV+RANDOM+FIELD Search MARKOV+RANDOM+FIELD
2 ITERATIVE CONDITIONAL ESTIMATION 371011 1% 100% 10 Search ITERATIVE+CONDITIONAL+ESTIMATION Search ITERATIVE+CONDITIONAL+ESTIMATION
3 TRIPLET MARKOV CHAINS 333910 1% 100% 9 Search TRIPLET+MARKOV+CHAINS Search TRIPLET+MARKOV+CHAINS
4 AUTOLOGISTIC MODEL 227228 2% 44% 14 Search AUTOLOGISTIC+MODEL Search AUTOLOGISTIC+MODEL
5 BAYESIAN RESTORATION 201992 1% 78% 7 Search BAYESIAN+RESTORATION Search BAYESIAN+RESTORATION
6 HIDDEN MARKOV CHAINS 195925 2% 41% 13 Search HIDDEN+MARKOV+CHAINS Search HIDDEN+MARKOV+CHAINS
7 AUTOLOGISTIC DISTRIBUTION 185505 1% 100% 5 Search AUTOLOGISTIC+DISTRIBUTION Search AUTOLOGISTIC+DISTRIBUTION
8 MULTI CLASS SEGMENTATION 185505 1% 100% 5 Search MULTI+CLASS+SEGMENTATION Search MULTI+CLASS+SEGMENTATION
9 TRIPLET MARKOV FIELDS 185505 1% 100% 5 Search TRIPLET+MARKOV+FIELDS Search TRIPLET+MARKOV+FIELDS
10 GENERALIZED MIXTURE ESTIMATION 148404 0% 100% 4 Search GENERALIZED+MIXTURE+ESTIMATION Search GENERALIZED+MIXTURE+ESTIMATION

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 SAKAMOTO, H , NAKANISHI-OHNO, Y , OKADA, M , (2016) THEORY OF DISTRIBUTION ESTIMATION OF HYPERPARAMETERS IN MARKOV RANDOM FIELD MODELS.JOURNAL OF THE PHYSICAL SOCIETY OF JAPAN. VOL. 85. ISSUE 6. P. - 15 94% 0
2 WU, Y , WANG, X , XIAO, P , GAN, L , LIU, CY , LI, M , (2011) FAST ALGORITHM BASED ON TRIPLET MARKOV FIELDS FOR UNSUPERVISED MULTI-CLASS SEGMENTATION OF SAR IMAGES.SCIENCE CHINA-INFORMATION SCIENCES. VOL. 54. ISSUE 7. P. 1524 -1533 15 100% 4
3 TANAKA, K , (2002) STATISTICAL-MECHANICAL APPROACH TO IMAGE PROCESSING.JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL. VOL. 35. ISSUE 37. P. R81 -R150 32 53% 82
4 BOUDAREN, MEY , AN, L , PIECZYNSKI, W , (2016) UNSUPERVISED SEGMENTATION OF SAR IMAGES USING GAUSSIAN MIXTURE-HIDDEN EVIDENTIAL MARKOV FIELDS.IEEE GEOSCIENCE AND REMOTE SENSING LETTERS. VOL. 13. ISSUE 12. P. 1865 -1869 16 73% 0
5 KIWATA, H , (2012) PHYSICAL CONSIDERATION OF AN IMAGE IN IMAGE RESTORATION USING BAYES' FORMULA.PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS. VOL. 391. ISSUE 6. P. 2215-2224 15 83% 3
6 BENBOUDJEMA, D , PIECZYNSKI, W , (2005) UNSUPERVISED IMAGE SEGMENTATION USING TRIPLET MARKOV FIELDS.COMPUTER VISION AND IMAGE UNDERSTANDING. VOL. 99. ISSUE 3. P. 476-498 16 84% 35
7 BOUDAREN, ME , PIECZYNSKI, W , (2016) DEMPSTER-SHAFER FUSION OF EVIDENTIAL PAIRWISE MARKOV CHAINS.IEEE TRANSACTIONS ON FUZZY SYSTEMS. VOL. 24. ISSUE 6. P. 1598 -1610 17 57% 0
8 WANG, F , WU, Y , FAN, JW , ZHANG, X , ZHANG, Q , LI, M , (2014) SYNTHETIC APERTURE RADAR IMAGE SEGMENTATION USING FUZZY LABEL FIELD-BASED TRIPLET MARKOV FIELDS MODEL.IET IMAGE PROCESSING. VOL. 8. ISSUE 12. P. 856 -865 12 80% 2
9 FRIEL, N , PETTITT, AN , REEVES, R , WIT, E , (2009) BAYESIAN INFERENCE IN HIDDEN MARKOV RANDOM FIELDS FOR BINARY DATA DEFINED ON LARGE LATTICES.JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS. VOL. 18. ISSUE 2. P. 243 -261 18 58% 18
10 KIWATA, H , (2008) HYPERPARAMETER ESTIMATION IN IMAGE RESTORATION.JOURNAL OF PHYSICS A-MATHEMATICAL AND THEORETICAL. VOL. 41. ISSUE 33. P. - 11 92% 0

Classes with closest relation at Level 1


Rank Class id link
1 4774 TEXTURE CLASSIFICATION//TEXTURE SEGMENTATION//TEXTURE ANALYSIS
2 25881 DISCRETE TIME FRACTIONAL BROWNIAN MOTION//DISCRETE TIME FRACTIONAL GAUSSIAN NOISE//SYNERGIC CO ACTIVATION
3 32239 ORIENTED DISTANCE FUNCTION//FEATURELESS OBJECTS//CIRCULANT SYMMETRY
4 12116 SIMULATED ANNEALING//EXTREMAL OPTIMIZATION//ADAPTIVE COOLING SCHEDULE
5 9220 MARKOV CHAIN MONTE CARLO//COUPLING FROM THE PAST//GEOMETRIC ERGODICITY
6 36083 OUTDOOR SCENE DESCRIPTION//TOWER OF KNOWLEDGE//APPLIED ARTIFICIAL INTELLIGENCE IN ENGINEERING
7 5095 SKULL STRIPPING//IMAGE SEGMENTATION//BRAIN TUMOR SEGMENTATION
8 7796 STEREO MATCHING//STEREO VISION//DISPARITY MAP
9 23688 SYNTHETIC APERTURE SONAR SAS//UNDERWATER TARGET CLASSIFICATION//SYNTHETIC APERTURE SONAR
10 6532 BLIND DECONVOLUTION//IMAGE RESTORATION//IMAGE DEBLURRING

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