Class information for:
Level 1: MISSING VALUE IMPUTATION//MISSING VALUES//MISSING VALUE ESTIMATION

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
22537 378 30.6 50%


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
22537 1                   MISSING VALUE IMPUTATION//MISSING VALUES//MISSING VALUE ESTIMATION 378

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 MISSING VALUE IMPUTATION authKW 844273 5% 58% 18
2 MISSING VALUES authKW 488807 12% 13% 47
3 MISSING VALUE ESTIMATION authKW 344656 2% 53% 8
4 MISSING DATA IMPUTATION authKW 271497 3% 31% 11
5 DATA IMPUTATION authKW 216677 3% 21% 13
6 RELATIONAL DATABASE SYSTEMS authKW 207715 2% 43% 6
7 ITERATIVE IMPUTATION authKW 181755 1% 75% 3
8 COMPUTAT MATH BIOL address 171057 2% 35% 6
9 IMPUTATION authKW 170715 10% 6% 38
10 ATTRIBUTE BASED DECISION GRAPHS authKW 161561 1% 100% 2

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 11266 45% 0% 170
2 Mathematical & Computational Biology 2582 15% 0% 58
3 Computer Science, Interdisciplinary Applications 647 12% 0% 44
4 Computer Science, Information Systems 542 10% 0% 39
5 Biochemical Research Methods 403 12% 0% 44
6 Computer Science, Theory & Methods 354 9% 0% 34
7 Biotechnology & Applied Microbiology 239 12% 0% 45
8 Medical Informatics 230 3% 0% 12
9 Computer Science, Cybernetics 179 2% 0% 8
10 Statistics & Probability 146 5% 0% 20

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 COMPUTAT MATH BIOL 171057 2% 35% 6
2 EXCELLENCE CRM ANALYT 107706 1% 67% 2
3 ARITFICIAL INTELLIGENCE INFORMAT ANAL 80781 0% 100% 1
4 ARTMENT COMP SCI ARTIFICIAL INTELLIGENCE 80781 0% 100% 1
5 AUSTRALIAN RIVERS UNIV 80781 0% 100% 1
6 BIOINFORMAT BIOINSPIRED COMP LBICUNICAMP 80781 0% 100% 1
7 BIOPHARMACEUT HEILONGJIANG PROVINCE STA 80781 0% 100% 1
8 CRYSTAL GEOPHYS GEOCHEM SCI 80781 0% 100% 1
9 DIGITAL INTELLIGENCE GRP 80781 0% 100% 1
10 DPTO TECNOL INFORMAT COMUN 80781 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 DATA WAREHOUSING AND MINING 5857 1% 2% 3
2 APPLIED INTELLIGENCE 5311 2% 1% 9
3 BMC BIOINFORMATICS 3465 5% 0% 18
4 CROSS CULTURAL & STRATEGIC MANAGEMENT 2604 0% 3% 1
5 BIOINFORMATICS 2435 5% 0% 18
6 CYBERNETICS AND SYSTEMS 1984 1% 0% 5
7 KNOWLEDGE AND INFORMATION SYSTEMS 1908 1% 0% 5
8 ABACUS-NEW YORK 1793 0% 2% 1
9 INTERNATIONAL JOURNAL OF DATA MINING AND BIOINFORMATICS 1681 1% 1% 3
10 LECTURE NOTES IN ARTIFICIAL INTELLIGENCE 1562 5% 0% 18

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 MISSING VALUE IMPUTATION 844273 5% 58% 18 Search MISSING+VALUE+IMPUTATION Search MISSING+VALUE+IMPUTATION
2 MISSING VALUES 488807 12% 13% 47 Search MISSING+VALUES Search MISSING+VALUES
3 MISSING VALUE ESTIMATION 344656 2% 53% 8 Search MISSING+VALUE+ESTIMATION Search MISSING+VALUE+ESTIMATION
4 MISSING DATA IMPUTATION 271497 3% 31% 11 Search MISSING+DATA+IMPUTATION Search MISSING+DATA+IMPUTATION
5 DATA IMPUTATION 216677 3% 21% 13 Search DATA+IMPUTATION Search DATA+IMPUTATION
6 RELATIONAL DATABASE SYSTEMS 207715 2% 43% 6 Search RELATIONAL+DATABASE+SYSTEMS Search RELATIONAL+DATABASE+SYSTEMS
7 ITERATIVE IMPUTATION 181755 1% 75% 3 Search ITERATIVE+IMPUTATION Search ITERATIVE+IMPUTATION
8 IMPUTATION 170715 10% 6% 38 Search IMPUTATION Search IMPUTATION
9 ATTRIBUTE BASED DECISION GRAPHS 161561 1% 100% 2 Search ATTRIBUTE+BASED+DECISION+GRAPHS Search ATTRIBUTE+BASED+DECISION+GRAPHS
10 HOT DECK MODEL 161561 1% 100% 2 Search HOT+DECK+MODEL Search HOT+DECK+MODEL

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 AITTOKALLIO, T , (2010) DEALING WITH MISSING VALUES IN LARGE-SCALE STUDIES: MICROARRAY DATA IMPUTATION AND BEYOND.BRIEFINGS IN BIOINFORMATICS. VOL. 11. ISSUE 2. P. 253 -264 37 61% 34
2 LIEW, AWC , LAW, NF , YAN, H , (2011) MISSING VALUE IMPUTATION FOR GENE EXPRESSION DATA: COMPUTATIONAL TECHNIQUES TO RECOVER MISSING DATA FROM AVAILABLE INFORMATION.BRIEFINGS IN BIOINFORMATICS. VOL. 12. ISSUE 5. P. 498 -513 28 48% 37
3 PAN, RL , YANG, TS , CAO, JH , LU, K , ZHANG, ZC , (2015) MISSING DATA IMPUTATION BY K NEAREST NEIGHBOURS BASED ON GREY RELATIONAL STRUCTURE AND MUTUAL INFORMATION.APPLIED INTELLIGENCE. VOL. 43. ISSUE 3. P. 614 -632 18 69% 3
4 LIN, DD , ZHANG, JG , LI, JY , XU, C , DENG, HW , WANG, YP , (2016) AN INTEGRATIVE IMPUTATION METHOD BASED ON MULTI-OMICS DATASETS.BMC BIOINFORMATICS. VOL. 17. ISSUE . P. - 21 58% 0
5 URDA, D , SUBIRATS, JL , GARCIA-LAENCINA, PJ , FRANCO, L , SANCHO-GOMEZ, JL , JEREZ, JM , (2012) WIMP: WEB SERVER TOOL FOR MISSING DATA IMPUTATION.COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE. VOL. 108. ISSUE 3. P. 1247-1254 19 68% 2
6 TWALA, B , PHORAH, M , (2010) PREDICTING INCOMPLETE GENE MICROARRAY DATA WITH THE USE OF SUPERVISED LEARNING ALGORITHMS.PATTERN RECOGNITION LETTERS. VOL. 31. ISSUE 13. P. 2061-2069 18 72% 5
7 MOORTHY, K , MOHAMAD, MS , DERIS, S , (2014) A REVIEW ON MISSING VALUE IMPUTATION ALGORITHMS FOR MICROARRAY GENE EXPRESSION DATA.CURRENT BIOINFORMATICS. VOL. 9. ISSUE 1. P. 18 -22 15 71% 11
8 GAUTAM, C , RAVI, V , (2015) COUNTER PROPAGATION AUTO-ASSOCIATIVE NEURAL NETWORK BASED DATA IMPUTATION.INFORMATION SCIENCES. VOL. 325. ISSUE . P. 288 -299 23 47% 1
9 CHIU, CC , CHAN, SY , WANG, CC , WU, WS , (2013) MISSING VALUE IMPUTATION FOR MICROARRAY DATA: A COMPREHENSIVE COMPARISON STUDY AND A WEB TOOL.BMC SYSTEMS BIOLOGY. VOL. 7. ISSUE . P. - 22 51% 2
10 GAUTAM, C , RAVI, V , (2015) DATA IMPUTATION VIA EVOLUTIONARY COMPUTATION, CLUSTERING AND A NEURAL NETWORK.NEUROCOMPUTING. VOL. 156. ISSUE . P. 134 -142 18 60% 0

Classes with closest relation at Level 1


Rank Class id link
1 4404 MULTIPLE IMPUTATION//MISSING DATA//PATTERN MIXTURE MODEL
2 7323 BICLUSTERING//GENE EXPRESSION DATA//GENE EXPRESSION DATA ANALYSIS
3 13020 INSTANCE SELECTION//PROTOTYPE SELECTION//INSTANCE BASED LEARNING
4 1997 FEATURE SELECTION//GENE SELECTION//CANCER CLASSIFICATION
5 15239 IMBALANCED DATASETS//IMBALANCED DATA//CLASS IMBALANCE
6 12665 DECISION TREE//NUMERICAL ATTRIBUTES//SUPERVISED DISCRETIZATION
7 1464 FUZZY CLUSTERING//CLUSTERING//CLUSTER VALIDITY
8 35191 LEAST COMMITMENT LEARNING//MEMORY BASED MODELING//PILLOWING DEFORMATION
9 35289 LOGICAL MACHINE//3 DIMENSIONAL IMAGE GENERATION//ASSEMBLER GENERATOR
10 36115 OTONEUROLOGY//OTONEUROLOGICAL DATA//VARIABLE EVALUATION

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