Class information for:
Level 1: COLLECTIVE INFERENCE//COLLECTIVE CLASSIFICATION//CODE 5514

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
37082 67 41.1 35%


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
211 3       COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//IEEE TRANSACTIONS ON NEURAL NETWORKS//DATA MINING 51632
235 2             COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE//FEATURE SELECTION//MACHINE LEARNING 20237
37082 1                   COLLECTIVE INFERENCE//COLLECTIVE CLASSIFICATION//CODE 5514 67

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 COLLECTIVE INFERENCE authKW 1262089 9% 46% 6
2 COLLECTIVE CLASSIFICATION authKW 1015085 10% 32% 7
3 CODE 5514 address 607674 3% 67% 2
4 NETWORKED DATA authKW 607670 6% 33% 4
5 NODE CLASSIFICATION authKW 585969 4% 43% 3
6 ACTIVE MAJOR DEPRESSIVE DISORDER authKW 455757 1% 100% 1
7 BIG DATA TECHNOL SYST address 455757 1% 100% 1
8 CAUTIOUS INFERENCE authKW 455757 1% 100% 1
9 COMBINE LINK AND CONTENT authKW 455757 1% 100% 1
10 COMORBIDITY PREDICTION authKW 455757 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 3028 55% 0% 37
2 Computer Science, Information Systems 1273 36% 0% 24
3 Computer Science, Software Engineering 168 12% 0% 8
4 Statistics & Probability 34 6% 0% 4
5 Computer Science, Interdisciplinary Applications 27 6% 0% 4
6 Automation & Control Systems 26 4% 0% 3
7 Information Science & Library Science 20 3% 0% 2
8 Computer Science, Hardware & Architecture 15 3% 0% 2
9 Mathematical & Computational Biology 14 3% 0% 2
10 Primary Health Care 13 1% 0% 1

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 CODE 5514 607674 3% 67% 2
2 BIG DATA TECHNOL SYST 455757 1% 100% 1
3 COMP ELECT ENGN COMP 455757 1% 100% 1
4 INFORMAT SYST INFORMAT 151918 1% 33% 1
5 COMP PLATFORM 113938 1% 25% 1
6 EMERGENCY PONSE TECH TEAM 113938 1% 25% 1
7 HIGH PERFORMANCE COMP NETWORKS ICAR 113938 1% 25% 1
8 SCI TECHNOL COMP 113938 1% 25% 1
9 NAVY PL ARTIFICIAL INTELLIGENCE 100039 4% 7% 3
10 ICENSA 75958 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 50102 12% 1% 8
2 ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA 18471 4% 1% 3
3 STATISTICAL ANALYSIS AND DATA MINING 3644 1% 1% 1
4 MACHINE LEARNING 3313 4% 0% 3
5 INTERNATIONAL JOURNAL ON SEMANTIC WEB AND INFORMATION SYSTEMS 2829 1% 1% 1
6 JOURNAL OF MACHINE LEARNING RESEARCH 2613 4% 0% 3
7 INFORMATION SYSTEMS AND E-BUSINESS MANAGEMENT 2089 1% 0% 1
8 JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH 2051 3% 0% 2
9 TSINGHUA SCIENCE AND TECHNOLOGY 1836 1% 0% 1
10 NEUROCOMPUTING 1710 9% 0% 6

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 COLLECTIVE INFERENCE 1262089 9% 46% 6 Search COLLECTIVE+INFERENCE Search COLLECTIVE+INFERENCE
2 COLLECTIVE CLASSIFICATION 1015085 10% 32% 7 Search COLLECTIVE+CLASSIFICATION Search COLLECTIVE+CLASSIFICATION
3 NETWORKED DATA 607670 6% 33% 4 Search NETWORKED+DATA Search NETWORKED+DATA
4 NODE CLASSIFICATION 585969 4% 43% 3 Search NODE+CLASSIFICATION Search NODE+CLASSIFICATION
5 ACTIVE MAJOR DEPRESSIVE DISORDER 455757 1% 100% 1 Search ACTIVE+MAJOR+DEPRESSIVE+DISORDER Search ACTIVE+MAJOR+DEPRESSIVE+DISORDER
6 CAUTIOUS INFERENCE 455757 1% 100% 1 Search CAUTIOUS+INFERENCE Search CAUTIOUS+INFERENCE
7 COMBINE LINK AND CONTENT 455757 1% 100% 1 Search COMBINE+LINK+AND+CONTENT Search COMBINE+LINK+AND+CONTENT
8 COMORBIDITY PREDICTION 455757 1% 100% 1 Search COMORBIDITY+PREDICTION Search COMORBIDITY+PREDICTION
9 COUNTING SET COVER 455757 1% 100% 1 Search COUNTING+SET+COVER Search COUNTING+SET+COVER
10 DYADIC PREDICTION 455757 1% 100% 1 Search DYADIC+PREDICTION Search DYADIC+PREDICTION

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 MCDOWELL, LK , AHA, DW , (2016) LEVERAGING NEIGHBOR ATTRIBUTES FOR CLASSIFICATION IN SPARSELY LABELED NETWORKS.ACM TRANSACTIONS ON KNOWLEDGE DISCOVERY FROM DATA. VOL. 11. ISSUE 1. P. - 9 43% 0
2 LOGLISCI, C , APPICE, A , MALERBA, D , (2016) COLLECTIVE REGRESSION FOR HANDLING AUTOCORRELATION OF NETWORK DATA IN A TRANSDUCTIVE SETTING.JOURNAL OF INTELLIGENT INFORMATION SYSTEMS. VOL. 46. ISSUE 3. P. 447 -472 6 55% 0
3 WANG, SK , YE, YM , LI, XT , HUANG, XH , LAU, RYK , (2017) SEMI-SUPERVISED COLLECTIVE CLASSIFICATION IN MULTI-ATTRIBUTE NETWORK DATA.NEURAL PROCESSING LETTERS. VOL. 45. ISSUE 1. P. 153 -172 4 57% 0
4 FANG, M , YIN, J , ZHU, XQ , ZHANG, CQ , (2015) TRGRAPH: CROSS-NETWORK TRANSFER LEARNING VIA COMMON SIGNATURE SUBGRAPHS.IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING. VOL. 27. ISSUE 9. P. 2536 -2549 4 57% 0
5 WANG, ZW , YIN, FJ , TAN, WT , XIAO, WD , (2013) CLASSIFICATION IN NETWORKED DATA WITH HETEROPHILY.SCIENTIFIC WORLD JOURNAL. VOL. . ISSUE . P. - 3 75% 0
6 NEVILLE, J , GALLAGHER, B , ELIASSI-RAD, T , WANG, T , (2012) CORRECTING EVALUATION BIAS OF RELATIONAL CLASSIFIERS WITH NETWORK CROSS VALIDATION.KNOWLEDGE AND INFORMATION SYSTEMS. VOL. 30. ISSUE 1. P. 31 -55 4 57% 0
7 ZOU, DQ , QIN, H , JIN, H , (2016) UILOG: IMPROVING LOG-BASED FAULT DIAGNOSIS BY LOG ANALYSIS.JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY. VOL. 31. ISSUE 5. P. 1038 -1052 2 100% 0
8 LOGLISCI, C , MALERBA, D , (2017) LEVERAGING TEMPORAL AUTOCORRELATION OF HISTORICAL DATA FOR IMPROVING ACCURACY IN NETWORK REGRESSION.STATISTICAL ANALYSIS AND DATA MINING. VOL. 10. ISSUE 1. P. 40 -53 4 40% 0
9 SHI, LX , ZHAO, YH , TANG, J , (2012) BATCH MODE ACTIVE LEARNING FOR NETWORKED DATA.ACM TRANSACTIONS ON INTELLIGENT SYSTEMS AND TECHNOLOGY. VOL. 3. ISSUE 2. P. - 4 40% 6
10 MCDOWELL, LK , GUPTA, KM , AHA, DW , (2009) CAUTIOUS COLLECTIVE CLASSIFICATION.JOURNAL OF MACHINE LEARNING RESEARCH. VOL. 10. ISSUE . P. 2777 -2836 5 33% 22

Classes with closest relation at Level 1


Rank Class id link
1 16823 MULTI LABEL CLASSIFICATION//MULTI LABEL LEARNING//MULTIPLE INSTANCE LEARNING
2 3172 COMMUNITY DETECTION//LINK PREDICTION//OVERLAPPING COMMUNITIES
3 31520 CAUSAL IMAGES//MARITIME ZONES AND BOUNDARIES//TERRITORIAL SEA BASELINES
4 9346 INDUCTIVE LOGIC PROGRAMMING//SUBGROUP DISCOVERY//STATISTICAL RELATIONAL LEARNING
5 16422 TRANSFER LEARNING//DOMAIN ADAPTATION//MULTI TASK LEARNING
6 30058 USER BEHAVIOR SIMILARITY//LOCATION PROXIMITY//WEB BASED SOCIAL NETWORKS
7 35798 AFFINITY PROPAGATION//VERY LARGE DATA SETS VLDS//BILINGUAL GRAPH
8 17412 RESPONDENT DRIVEN SAMPLING//HIDDEN POPULATIONS//NETWORK SAMPLING
9 19536 CONCEPT DRIFT//DATA STREAMS//DATA STREAM CLASSIFICATION
10 25585 SEMI SUPERVISED LEARNING//CO TRAINING//TRI TRAINING

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