Class information for:
Level 1: AFFINITY PROPAGATION//VERY LARGE DATA SETS VLDS//BILINGUAL GRAPH

Basic class information

Class id #P Avg. number of
references
Database coverage
of references
35798 92 25.9 41%



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
496 2             CONTENT BASED IMAGE RETRIEVAL//OBJECT TRACKING//ACTION RECOGNITION 15372
35798 1                   AFFINITY PROPAGATION//VERY LARGE DATA SETS VLDS//BILINGUAL GRAPH 92

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 AFFINITY PROPAGATION authKW 1573859 23% 23% 21
2 VERY LARGE DATA SETS VLDS authKW 663818 2% 100% 2
3 BILINGUAL GRAPH authKW 331909 1% 100% 1
4 CALINSKI HARABASZ CRITERION authKW 331909 1% 100% 1
5 CIRCLE ALGORITHM authKW 331909 1% 100% 1
6 CLASS NUMBER ESTIMATION authKW 331909 1% 100% 1
7 CLASSIFIER BALANCED ACCURACY authKW 331909 1% 100% 1
8 CLUSTERING CATEGORICAL DATA authKW 331909 1% 100% 1
9 COFEATURE SET authKW 331909 1% 100% 1
10 CONSTRAINT PROJECTIONS authKW 331909 1% 100% 1

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 1951 38% 0% 35
2 Computer Science, Information Systems 300 15% 0% 14
3 Computer Science, Theory & Methods 130 11% 0% 10
4 Imaging Science & Photographic Technology 128 5% 0% 5
5 Engineering, Electrical & Electronic 119 23% 0% 21
6 Statistics & Probability 79 8% 0% 7
7 Telecommunications 65 8% 0% 7
8 Computer Science, Hardware & Architecture 48 4% 0% 4
9 Robotics 48 2% 0% 2
10 Computer Science, Software Engineering 43 5% 0% 5

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 IETR TSI2M 331909 1% 100% 1
2 MKT DATA SCI 331909 1% 100% 1
3 NEW YORK UNIV HLTH INFORMAT BIOINFORMAT 331909 1% 100% 1
4 URBAN ITS TECHNOL OPTIMIZAT INTEGRAT 165954 1% 50% 1
5 COMUTER SCI 82976 1% 25% 1
6 HUMAN SPACEFLIGHT SYST ENGN 82976 1% 25% 1
7 MANAGEMENT SCI INFORMAT ENGN 78093 2% 12% 2
8 ENGN PL SCI TECHNOL 66380 1% 20% 1
9 TSI2M 66380 1% 20% 1
10 DOCTORADO CIENCIAS AGR FO TALES 55317 1% 17% 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 DATA MINING AND KNOWLEDGE DISCOVERY 2277 2% 0% 2
2 IEEE MULTIMEDIA 2258 2% 0% 2
3 JOURNAL OF MACHINE LEARNING RESEARCH 1902 3% 0% 3
4 PATTERN RECOGNITION 1741 7% 0% 6
5 ESAIM-PROBABILITY AND STATISTICS 1423 1% 0% 1
6 NEURAL COMPUTING & APPLICATIONS 1272 3% 0% 3
7 TEHNICKI VJESNIK-TECHNICAL GAZETTE 1229 2% 0% 2
8 IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING 989 3% 0% 3
9 JOURNAL OF GREY SYSTEM 845 1% 0% 1
10 IEEE COMMUNICATIONS LETTERS 819 4% 0% 4

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 AFFINITY PROPAGATION 1573859 23% 23% 21 Search AFFINITY+PROPAGATION Search AFFINITY+PROPAGATION
2 VERY LARGE DATA SETS VLDS 663818 2% 100% 2 Search VERY+LARGE+DATA+SETS+VLDS Search VERY+LARGE+DATA+SETS+VLDS
3 BILINGUAL GRAPH 331909 1% 100% 1 Search BILINGUAL+GRAPH Search BILINGUAL+GRAPH
4 CALINSKI HARABASZ CRITERION 331909 1% 100% 1 Search CALINSKI+HARABASZ+CRITERION Search CALINSKI+HARABASZ+CRITERION
5 CIRCLE ALGORITHM 331909 1% 100% 1 Search CIRCLE+ALGORITHM Search CIRCLE+ALGORITHM
6 CLASS NUMBER ESTIMATION 331909 1% 100% 1 Search CLASS+NUMBER+ESTIMATION Search CLASS+NUMBER+ESTIMATION
7 CLASSIFIER BALANCED ACCURACY 331909 1% 100% 1 Search CLASSIFIER+BALANCED+ACCURACY Search CLASSIFIER+BALANCED+ACCURACY
8 CLUSTERING CATEGORICAL DATA 331909 1% 100% 1 Search CLUSTERING+CATEGORICAL+DATA Search CLUSTERING+CATEGORICAL+DATA
9 COFEATURE SET 331909 1% 100% 1 Search COFEATURE+SET Search COFEATURE+SET
10 CONSTRAINT PROJECTIONS 331909 1% 100% 1 Search CONSTRAINT+PROJECTIONS Search CONSTRAINT+PROJECTIONS

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 LI, P , JI, HF , WANG, BL , HUANG, ZY , LI, HQ , (2017) ADJUSTABLE PREFERENCE AFFINITY PROPAGATION CLUSTERING.PATTERN RECOGNITION LETTERS. VOL. 85. ISSUE . P. 72 -78 12 80% 0
2 ZHANG, YC , CHEN, X , ZHOU, DY , JORDAN, MI , (2016) SPECTRAL METHODS MEET EM: A PROVABLY OPTIMAL ALGORITHM FOR CROWDSOURCING.JOURNAL OF MACHINE LEARNING RESEARCH. VOL. 17. ISSUE . P. - 5 71% 0
3 ARZENO, NM , VIKALO, H , (2015) SEMI-SUPERVISED AFFINITY PROPAGATION WITH SOFT INSTANCE-LEVEL CONSTRAINTS.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE. VOL. 37. ISSUE 5. P. 1041 -1052 7 41% 4
4 NOWAKOWSKA, E , KORONACKI, J , LIPOVETSKY, S , (2016) DIMENSIONALITY REDUCTION FOR DATA OF UNKNOWN CLUSTER STRUCTURE.INFORMATION SCIENCES. VOL. 330. ISSUE . P. 74 -87 7 35% 3
5 CHEN, W , TIAN, QC , JIANG, XR , TANG, ZB , GUO, CH , XU, XZ , ZHU, H , DING, SF , (2013) DOMAIN KNOWLEDGE BLENDED AFFINITY PROPAGATION.APPLIED MATHEMATICS & INFORMATION SCIENCES. VOL. 7. ISSUE 2. P. 717 -723 7 44% 2
6 ANANDKUMAR, A , FOSTER, DP , HSU, D , KAKADE, SM , LIU, YK , (2015) A SPECTRAL ALGORITHM FOR LATENT DIRICHLET ALLOCATION.ALGORITHMICA. VOL. 72. ISSUE 1. P. 193 -214 6 38% 2
7 NELLORE, A , WARD, R , (2015) RECOVERY GUARANTEES FOR EXEMPLAR-BASED CLUSTERING.INFORMATION AND COMPUTATION. VOL. 245. ISSUE . P. 165 -180 7 30% 0
8 GUO, K , ZHANG, QS , (2010) AFFINITY PROPAGATION CLUSTERING BASED ON GREY RELATIONAL ANALYSIS.JOURNAL OF GREY SYSTEM. VOL. 22. ISSUE 2. P. 147-156 3 75% 1
9 LI, KJ , BIGHAM, J , TOKARCHUK, L , (2013) VALIDATION OF A PROBABILISTIC APPROACH TO OUTDOOR LOCALIZATION.IEEE WIRELESS COMMUNICATIONS LETTERS. VOL. 2. ISSUE 2. P. 167 -170 2 100% 1
10 WANG, LM , JI, Q , HAN, XM , (2016) ADAPTIVE SEMI-SUPERVISED AFFINITY PROPAGATION CLUSTERING ALGORITHM BASED ON STRUCTURAL SIMILARITY.TEHNICKI VJESNIK-TECHNICAL GAZETTE. VOL. 23. ISSUE 2. P. 425 -435 5 36% 0

Classes with closest relation at Level 1



Rank Class id link
1 1464 FUZZY CLUSTERING//CLUSTERING//CLUSTER VALIDITY
2 29348 PERSON RE IDENTIFICATION//PEOPLE RE IDENTIFICATION//METRIC LEARNING
3 34820 BACKPATCHING//BIG DATA CYBERNETICS//BUNKYO KU 3 29 1
4 37466 AD TAT BIOL FOR GRP//GERANIO ALLIETUM//MULTIVARIATE INFORMATION BOTTLENECK
5 24629 DOMINANCE ANALYSIS//PREDICTOR IMPORTANCE//RELATIVE WEIGHT ANALYSIS
6 35248 COMPUTER BASED SPEECH THERAPY//EXERCISES FOR DYSLALIA//ACOUSTICAL MODELS
7 37082 COLLECTIVE INFERENCE//COLLECTIVE CLASSIFICATION//CODE 5514
8 21649 K MEDIAN//APPROXIMATION ALGORITHMS//FACILITY LOCATION PROBLEM
9 19536 CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION
10 1186 CONTENT BASED IMAGE RETRIEVAL//IMAGE RETRIEVAL//RELEVANCE FEEDBACK

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