Class information for:
Level 1: SMALL DATA SET//INTERIOR OUTER SET MODEL//SMALL DATA SET LEARNING

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
28138 213 21.2 43%


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
2809 2             FUZZY TIME SERIES//JOURNAL OF GREY SYSTEM//GM1 1 MODEL 3073
28138 1                   SMALL DATA SET//INTERIOR OUTER SET MODEL//SMALL DATA SET LEARNING 213

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 SMALL DATA SET authKW 1966041 11% 57% 24
2 INTERIOR OUTER SET MODEL authKW 1146869 4% 100% 8
3 SMALL DATA SET LEARNING authKW 860152 3% 100% 6
4 POSSIBILITY PROBABILITY DISTRIBUTION authKW 737272 3% 86% 6
5 VIRTUAL SAMPLE GENERATION authKW 573435 2% 100% 4
6 IND INFORMAT MANAGEMENT address 520049 19% 9% 40
7 FUZZY RISK authKW 516086 3% 60% 6
8 DISASTER PUBL SECUR address 458746 2% 80% 4
9 COMP SCI COMP ENGN COMP EDUC address 430076 1% 100% 3
10 DATA CONSTRUCTION METHOD authKW 430076 1% 100% 3

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 2703 30% 0% 63
2 Operations Research & Management Science 2343 24% 0% 51
3 Engineering, Manufacturing 664 10% 0% 21
4 Engineering, Industrial 429 8% 0% 17
5 Computer Science, Theory & Methods 384 12% 0% 26
6 Computer Science, Information Systems 176 8% 0% 17
7 Engineering, Electrical & Electronic 136 17% 0% 36
8 Mathematics, Interdisciplinary Applications 134 6% 0% 13
9 Statistics & Probability 95 6% 0% 12
10 Automation & Control Systems 93 5% 0% 10

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 IND INFORMAT MANAGEMENT 520049 19% 9% 40
2 DISASTER PUBL SECUR 458746 2% 80% 4
3 COMP SCI COMP ENGN COMP EDUC 430076 1% 100% 3
4 ATTD AUTOMAT AC PATHFINDING 286717 1% 100% 2
5 ADM TECHNOL MANAGEMENT 143359 0% 100% 1
6 ARTIFICIAL INTELLIGENT ROBOT CAIRO 143359 0% 100% 1
7 ENIVORNM CHANGE NAT DISASTER 143359 0% 100% 1
8 KOVERS 143359 0% 100% 1
9 OAU AEC 143359 0% 100% 1
10 PERMANENT DELEGAT 143359 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 INTERNATIONAL JOURNAL OF GENERAL SYSTEMS 6576 3% 1% 7
2 JOURNAL OF CRYSTAL AND MOLECULAR STRUCTURE 4478 0% 3% 1
3 HUMAN AND ECOLOGICAL RISK ASSESSMENT 4133 3% 0% 7
4 JOURNAL OF INTELLIGENT MANUFACTURING 3166 3% 0% 6
5 EXPERT SYSTEMS WITH APPLICATIONS 3040 7% 0% 15
6 INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH 2057 5% 0% 11
7 JOURNAL OF GREY SYSTEM 1459 1% 1% 2
8 MATHEMATICAL GEOSCIENCES 1311 1% 0% 2
9 FUZZY SETS AND SYSTEMS 1266 4% 0% 8
10 EXPERT SYSTEMS 992 1% 0% 2

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 SMALL DATA SET 1966041 11% 57% 24 Search SMALL+DATA+SET Search SMALL+DATA+SET
2 INTERIOR OUTER SET MODEL 1146869 4% 100% 8 Search INTERIOR+OUTER+SET+MODEL Search INTERIOR+OUTER+SET+MODEL
3 SMALL DATA SET LEARNING 860152 3% 100% 6 Search SMALL+DATA+SET+LEARNING Search SMALL+DATA+SET+LEARNING
4 POSSIBILITY PROBABILITY DISTRIBUTION 737272 3% 86% 6 Search POSSIBILITY+PROBABILITY+DISTRIBUTION Search POSSIBILITY+PROBABILITY+DISTRIBUTION
5 VIRTUAL SAMPLE GENERATION 573435 2% 100% 4 Search VIRTUAL+SAMPLE+GENERATION Search VIRTUAL+SAMPLE+GENERATION
6 FUZZY RISK 516086 3% 60% 6 Search FUZZY+RISK Search FUZZY+RISK
7 DATA CONSTRUCTION METHOD 430076 1% 100% 3 Search DATA+CONSTRUCTION+METHOD Search DATA+CONSTRUCTION+METHOD
8 MEGA FUZZIFICATION 430076 1% 100% 3 Search MEGA+FUZZIFICATION Search MEGA+FUZZIFICATION
9 VIRTUAL SAMPLE 430070 3% 50% 6 Search VIRTUAL+SAMPLE Search VIRTUAL+SAMPLE
10 INFORMATION DIFFUSION 367081 10% 12% 22 Search INFORMATION+DIFFUSION Search INFORMATION+DIFFUSION

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 CHEN, ZS , ZHU, B , HE, YL , YU, LA , (2017) A PSO BASED VIRTUAL SAMPLE GENERATION METHOD FOR SMALL SAMPLE SETS: APPLICATIONS TO REGRESSION DATASETS.ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE. VOL. 59. ISSUE . P. 236 -243 22 56% 0
2 LI, DC , WEN, IH , (2014) A GENETIC ALGORITHM-BASED VIRTUAL SAMPLE GENERATION TECHNIQUE TO IMPROVE SMALL DATA SET LEARNING.NEUROCOMPUTING. VOL. 143. ISSUE . P. 222 -230 17 71% 6
3 LI, DC , CHEN, WC , CHANG, CJ , CHEN, CC , WEN, IH , (2015) PRACTICAL INFORMATION DIFFUSION TECHNIQUES TO ACCELERATE NEW PRODUCT PILOT RUNS.INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH. VOL. 53. ISSUE 17. P. 5310 -5319 15 56% 0
4 LIN, YS , LI, DC , (2010) THE GENERALIZED-TREND-DIFFUSION MODELING ALGORITHM FOR SMALL DATA SETS IN THE EARLY STAGES OF MANUFACTURING SYSTEMS.EUROPEAN JOURNAL OF OPERATIONAL RESEARCH. VOL. 207. ISSUE 1. P. 121-130 14 56% 8
5 ZOU, Q , ZHOU, JZ , ZHOU, C , SONG, LX , GUO, J , LIU, Y , (2012) THE PRACTICAL RESEARCH ON FLOOD RISK ANALYSIS BASED ON IIOSM AND FUZZY ALPHA-CUT TECHNIQUE.APPLIED MATHEMATICAL MODELLING. VOL. 36. ISSUE 7. P. 3265-3276 12 63% 2
6 LI, DC , CHANG, CC , LIU, CW , CHEN, WC , (2013) A NEW APPROACH FOR MANUFACTURING FORECAST PROBLEMS WITH INSUFFICIENT DATA: THE CASE OF TFT-LCDS.JOURNAL OF INTELLIGENT MANUFACTURING. VOL. 24. ISSUE 2. P. 225-233 14 52% 2
7 HUANG, CF , (2006) AN APPROACH BASED ON ANALYTIC GEOMETRY TO PROVE THE PRINCIPLE OF INFORMATION DIFFUSION.DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS. VOL. 13. ISSUE . P. 146-150 8 100% 0
8 LI, DC , LIN, LS , PENG, LJ , (2014) IMPROVING LEARNING ACCURACY BY USING SYNTHETIC SAMPLES FOR SMALL DATASETS WITH NON-LINEAR ATTRIBUTE DEPENDENCY.DECISION SUPPORT SYSTEMS. VOL. 59. ISSUE . P. 286-295 8 80% 1
9 CHANG, CJ , LI, DC , DAI, WL , CHEN, CC , (2014) A LATENT INFORMATION FUNCTION TO EXTEND DOMAIN ATTRIBUTES TO IMPROVE THE ACCURACY OF SMALL-DATA-SET FORECASTING.NEUROCOMPUTING. VOL. 129. ISSUE . P. 343 -349 11 55% 5
10 TSAI, TI , LI, DC , (2008) UTILIZE BOOTSTRAP IN SMALL DATA SET LEARNING FOR PILOT RUN MODELING OF MANUFACTURING SYSTEMS.EXPERT SYSTEMS WITH APPLICATIONS. VOL. 35. ISSUE 3. P. 1293-1300 8 89% 7

Classes with closest relation at Level 1


Rank Class id link
1 35774 PARETO DOMAIN//NET FLOW METHOD//ACCOUNTING INFROMAT SYST
2 14759 JOURNAL OF GREY SYSTEM//GM1 1 MODEL//GREY SYSTEM
3 36896 ETUD SYST ENVIRONNEMENT THERM HOMME//FCG//HBEREICHS BIOL UND CHEM
4 35016 ELECTRONIC ASSEMBLIES COMPONENT SELECTION//ATE PROGRAMMING//CONTENT FRAMES
5 32522 FUSION RULE ESTIMATION//WOOD INSPECTION//CRUDE TOWER
6 31803 CONTEMPORARY PHILOSOPHY OF SCIENCE//DISCOURSE AND DISCURSIVE STRATEGIES//DIVERSITY SCIENCE
7 37301 FUZZY RELATIONS PROPERTIES//BIOINFORMAT MATH MODELLING IBPHBME//BURRIDGE SECUR ANAL VALUAT
8 30788 META LEARNING//LIACC FEP//ALGORITHM RECOMMENDATION
9 26325 AVERAGE PASSENGER TRAVEL TIME//GOODNESS MEASURE OF SEARCH ENGINES//INTEGRATED CIRCUIT INK MARKING
10 30469 DYNAMIC FUZZY SYSTEM//FUZZY DYNAMIC PROGRAMMING//FUZZY REWARD

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