Class information for:
Level 1: COMMUNITY DETECTION//STOCHASTIC BLOCK MODEL//SPECTRAL CLUSTERING

Basic class information

ID Publications Average number
of references
Avg. shr. active
ref. in WoS
5000 1620 35.0 58%



Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)



ID, lev.
above
Publications Label for level above
468 15129 ECONOPHYSICS//PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS//COMPLEX NETWORKS

Terms with highest relevance score



Rank Term Type of term Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
1 COMMUNITY DETECTION Author keyword 101 40% 12% 199
2 STOCHASTIC BLOCK MODEL Author keyword 19 76% 1% 13
3 SPECTRAL CLUSTERING Author keyword 13 16% 5% 74
4 LINK PREDICTION Author keyword 12 25% 3% 42
5 OVERLAPPING COMMUNITY DETECTION Author keyword 11 56% 1% 14
6 STOCHASTIC BLOCKMODEL Author keyword 10 73% 0% 8
7 MODULARITY MAXIMIZATION Author keyword 9 83% 0% 5
8 STOCHASTIC COMPETITIVE LEARNING Author keyword 9 83% 0% 5
9 MODULARITY MATRIX Author keyword 8 75% 0% 6
10 OVERLAPPING COMMUNITIES Author keyword 8 45% 1% 13

Web of Science journal categories

Author Key Words



Rank Web of Science journal category Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
LCSH search Wikipedia search
1 COMMUNITY DETECTION 101 40% 12% 199 Search COMMUNITY+DETECTION Search COMMUNITY+DETECTION
2 STOCHASTIC BLOCK MODEL 19 76% 1% 13 Search STOCHASTIC+BLOCK+MODEL Search STOCHASTIC+BLOCK+MODEL
3 SPECTRAL CLUSTERING 13 16% 5% 74 Search SPECTRAL+CLUSTERING Search SPECTRAL+CLUSTERING
4 LINK PREDICTION 12 25% 3% 42 Search LINK+PREDICTION Search LINK+PREDICTION
5 OVERLAPPING COMMUNITY DETECTION 11 56% 1% 14 Search OVERLAPPING+COMMUNITY+DETECTION Search OVERLAPPING+COMMUNITY+DETECTION
6 STOCHASTIC BLOCKMODEL 10 73% 0% 8 Search STOCHASTIC+BLOCKMODEL Search STOCHASTIC+BLOCKMODEL
7 MODULARITY MAXIMIZATION 9 83% 0% 5 Search MODULARITY+MAXIMIZATION Search MODULARITY+MAXIMIZATION
8 STOCHASTIC COMPETITIVE LEARNING 9 83% 0% 5 Search STOCHASTIC+COMPETITIVE+LEARNING Search STOCHASTIC+COMPETITIVE+LEARNING
9 MODULARITY MATRIX 8 75% 0% 6 Search MODULARITY+MATRIX Search MODULARITY+MATRIX
10 OVERLAPPING COMMUNITIES 8 45% 1% 13 Search OVERLAPPING+COMMUNITIES Search OVERLAPPING+COMMUNITIES

Key Words Plus



Rank Web of Science journal category Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
1 STOCHASTIC BLOCKMODELS 37 55% 3% 46
2 MODULARITY 23 13% 10% 168
3 COMMUNITY DETECTION 13 51% 1% 18
4 FINDING COMMUNITIES 12 63% 1% 12
5 BLOCKMODELS 10 33% 2% 26
6 LINK PREDICTION 6 28% 1% 19
7 COMMUNITY STRUCTURE DETECTION 6 100% 0% 4
8 OVERLAPPING COMMUNITIES 4 67% 0% 4
9 EIGENVECTOR SELECTION 4 75% 0% 3
10 MISSING LINKS 4 36% 1% 9

Journals



Rank Web of Science journal category Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
1 ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA 2 11% 1% 18

Reviews



Title Publ. year Cit. Active references % act. ref.
to same field
Community detection in graphs 2010 1435 208 57%
Communities, modules and large-scale structure in networks 2012 70 50 84%
Link prediction in complex networks: A survey 2011 165 104 25%
Clustering and community detection in directed networks: A survey 2013 9 78 56%
Spectral methods for graph clustering - A survey 2011 17 24 46%
UNSUPERVISED CLUSTERING ANALYSIS: A MULTISCALE COMPLEX NETWORKS APPROACH 2012 2 24 75%
An overview of social network analysis 2012 9 25 36%
Link prediction in social networks: the state-of-the-art 2015 0 38 58%
The latest research progress on spectral clustering 2014 0 52 58%
Analysis and mining of online social networks: emerging trends and challenges 2013 1 92 43%

Address terms



Rank Address term Relevance score
(tfidf)
Class's shr.
of term's tot.
occurrences
Shr. of publ.
in class containing
term
Num. of
publ. in
class
1 CNLL 4 47% 0.4% 7
2 CAROLINA INTERDISCIPLINARY PL MATH 3 29% 0.6% 10
3 CABDYN COMPLEX 3 19% 0.8% 13
4 GEOSCI EXACT SCI IGCE 2 67% 0.1% 2
5 SIGNAL PROC S LTS4 LTS2 2 67% 0.1% 2
6 MATH COMPUTAT FINANCE GRP 2 50% 0.2% 3
7 ADV MAT NANOSCI TECHNOL 2 22% 0.5% 8
8 STAT BIOL PHYS GRP 2 20% 0.5% 8
9 BEING TRAFF DATA ANAL MIN 1 100% 0.1% 2
10 BIBLIOTHEKS INFORMAT WISSEN 1 50% 0.1% 2

Related classes at same level (level 1)



Rank Relatedness score Related classes
1 0.0000162336 COMPLEX NETWORKS//SCALE FREE NETWORKS//SCALE FREE NETWORK
2 0.0000105669 SOCIAL COGNIT NETWORKS//JMODELICAORG//LINK DIRECTION
3 0.0000091253 WORLD TRADE WEB//INTERNATIONAL TRADE NETWORK//WEIGHTED NETWORK ANALYSIS
4 0.0000084719 GOOGLE MATRIX//PAGERANK//TOPICAL CRAWLERS
5 0.0000083471 HUMAN DYNAMICS//COMPLEX NETWORKS SYST GRP//BECS
6 0.0000078257 SOCIAL NETWORKS//GENERALIZED BLOCKMODELING//EXPONENTIAL RANDOM GRAPH MODELS
7 0.0000066957 EPIDEMIC SPREADING//EPIDEMIC THRESHOLD//EPIDEMIC DYNAMICS
8 0.0000066159 SENTIMENT ANALYSIS//OPINION MINING//SENTIMENT CLASSIFICATION
9 0.0000062978 FUZZY CLUSTERING//CLUSTER VALIDITY//SUBSPACE CLUSTERING
10 0.0000062496 LERSAIS//WEB BASED SOCIAL NETWORKS//FERTIGATION SIMULATOR