Class information for:
Level 1: MULTIPLE IMPUTATION//MISSING DATA//PATTERN MIXTURE MODEL

Basic class information
Class id #P Avg. number of
references		 Database coverage
of references
4404 1791 28.2 56%


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
34 3       STATISTICS & PROBABILITY//STAT//COMMUNICATIONS IN STATISTICS-THEORY AND METHODS 105938
319 2             STATISTICS & PROBABILITY//STATISTICS IN MEDICINE//BIOMETRICS 18302
4404 1                   MULTIPLE IMPUTATION//MISSING DATA//PATTERN MIXTURE MODEL 1791

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 MULTIPLE IMPUTATION authKW 3131507 21% 48% 380
2 MISSING DATA authKW 2339128 32% 24% 570
3 PATTERN MIXTURE MODEL authKW 722422 3% 76% 56
4 MISSING NOT AT RANDOM authKW 617639 3% 72% 50
5 MISSING AT RANDOM authKW 600869 6% 32% 109
6 NONIGNORABLE MISSING DATA authKW 281529 2% 52% 32
7 NONIGNORABLE NONRESPONSE authKW 270145 2% 59% 27
8 COMPLETE CASE ANALYSIS authKW 266350 1% 63% 25
9 MISSING COMPLETELY AT RANDOM authKW 258887 2% 56% 27
10 SELECTION MODEL authKW 246120 2% 38% 38

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 Statistics & Probability 129039 65% 1% 1164
2 Mathematical & Computational Biology 41983 28% 1% 504
3 Medical Informatics 29975 16% 1% 287
4 Social Sciences, Mathematical Methods 8323 9% 0% 153
5 Public, Environmental & Occupational Health 3557 19% 0% 342
6 Medicine, Research & Experimental 2458 15% 0% 263
7 Health Care Sciences & Services 1788 7% 0% 128
8 Psychology, Mathematical 1609 2% 0% 40
9 Biology 1475 9% 0% 156
10 Mathematics, Interdisciplinary Applications 924 6% 0% 100

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 EPIDEMIOL BIOSTAT MC923 239730 1% 94% 15
2 PROGRAM RURAL MENTAL HLTH SUBST ABUSE TREATMENT 51143 0% 100% 3
3 I BIOSTAT 49075 1% 13% 22
4 METHODOL FSW 34095 0% 100% 2
5 BIOSTAT 23345 19% 0% 344
6 INT BIOSTAT STAT BIOINFORMAT 22729 0% 67% 2
7 STAT 19045 15% 0% 273
8 ADVISORY SERV ANALYT 17048 0% 100% 1
9 AGR FO TRY ENGN ETSIAM 17048 0% 100% 1
10 ALZEHIMERS COORDINATING 17048 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 STATISTICS IN MEDICINE 132562 13% 3% 236
2 BIOMETRICS 40808 6% 2% 104
3 JOURNAL OF BIOPHARMACEUTICAL STATISTICS 34405 2% 5% 43
4 STATISTICAL METHODS IN MEDICAL RESEARCH 28269 2% 5% 35
5 PHARMACEUTICAL STATISTICS 27254 2% 6% 29
6 JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION 21254 4% 2% 78
7 STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL 14205 1% 3% 24
8 BIOMETRIKA 13765 3% 2% 51
9 STATA JOURNAL 13460 1% 4% 19
10 STATISTICAL MODELLING 12958 1% 5% 16

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 MULTIPLE IMPUTATION 3131507 21% 48% 380 Search MULTIPLE+IMPUTATION Search MULTIPLE+IMPUTATION
2 MISSING DATA 2339128 32% 24% 570 Search MISSING+DATA Search MISSING+DATA
3 PATTERN MIXTURE MODEL 722422 3% 76% 56 Search PATTERN+MIXTURE+MODEL Search PATTERN+MIXTURE+MODEL
4 MISSING NOT AT RANDOM 617639 3% 72% 50 Search MISSING+NOT+AT+RANDOM Search MISSING+NOT+AT+RANDOM
5 MISSING AT RANDOM 600869 6% 32% 109 Search MISSING+AT+RANDOM Search MISSING+AT+RANDOM
6 NONIGNORABLE MISSING DATA 281529 2% 52% 32 Search NONIGNORABLE+MISSING+DATA Search NONIGNORABLE+MISSING+DATA
7 NONIGNORABLE NONRESPONSE 270145 2% 59% 27 Search NONIGNORABLE+NONRESPONSE Search NONIGNORABLE+NONRESPONSE
8 COMPLETE CASE ANALYSIS 266350 1% 63% 25 Search COMPLETE+CASE+ANALYSIS Search COMPLETE+CASE+ANALYSIS
9 MISSING COMPLETELY AT RANDOM 258887 2% 56% 27 Search MISSING+COMPLETELY+AT+RANDOM Search MISSING+COMPLETELY+AT+RANDOM
10 SELECTION MODEL 246120 2% 38% 38 Search SELECTION+MODEL Search SELECTION+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 WHITE, IR , ROYSTON, P , WOOD, AM , (2011) MULTIPLE IMPUTATION USING CHAINED EQUATIONS: ISSUES AND GUIDANCE FOR PRACTICE.STATISTICS IN MEDICINE. VOL. 30. ISSUE 4. P. 377 -399 36 90% 937
2 SCHAFER, JL , GRAHAM, JW , (2002) MISSING DATA: OUR VIEW OF THE STATE OF THE ART.PSYCHOLOGICAL METHODS. VOL. 7. ISSUE 2. P. 147 -177 29 78% 4138
3 VAN BUUREN, S , (2007) MULTIPLE IMPUTATION OF DISCRETE AND CONTINUOUS DATA BY FULLY CONDITIONAL SPECIFICATION.STATISTICAL METHODS IN MEDICAL RESEARCH. VOL. 16. ISSUE 3. P. 219-242 50 69% 455
4 GRAHAM, JW , (2009) MISSING DATA ANALYSIS: MAKING IT WORK IN THE REAL WORLD.ANNUAL REVIEW OF PSYCHOLOGY. VOL. 60. ISSUE . P. 549-576 24 60% 1327
5 DONG, YR , PENG, CYJ , (2013) PRINCIPLED MISSING DATA METHODS FOR RESEARCHERS.SPRINGERPLUS. VOL. 2. ISSUE . P. - 31 89% 42
6 LAND, S , WANG, C , DANIELS, MJ , SCHARFSTEIN, DO , (2010) A BAYESIAN SHRINKAGE MODEL FOR INCOMPLETE LONGITUDINAL BINARY DATA WITH APPLICATION TO THE BREAST CANCER PREVENTION TRIAL.JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION. VOL. 105. ISSUE 492. P. 1333 -1346 42 81% 6
7 TWISK, J , DE BOER, M , DE VENTE, W , HEYMANS, M , (2013) MULTIPLE IMPUTATION OF MISSING VALUES WAS NOT NECESSARY BEFORE PERFORMING A LONGITUDINAL MIXED-MODEL ANALYSIS.JOURNAL OF CLINICAL EPIDEMIOLOGY. VOL. 66. ISSUE 9. P. 1022-1028 27 93% 44
8 VERBEKE, G , MOLENBERGHS, G , BEUNCKENS, C , (2008) FORMAL AND INFORMAL MODEL SELECTION WITH INCOMPLETE DATA.STATISTICAL SCIENCE. VOL. 23. ISSUE 2. P. 201-218 43 81% 5
9 MALLINCKRODT, CH , LANE, PW , SCHNELL, D , PENG, Y , MANCUSO, JP , (2008) RECOMMENDATIONS FOR THE PRIMARY ANALYSIS OF CONTINUOUS ENDPOINTS IN LONGITUDINAL CLINICAL TRIALS.DRUG INFORMATION JOURNAL. VOL. 42. ISSUE 4. P. 303-319 34 85% 79
10 AZUR, MJ , STUART, EA , FRANGAKIS, C , LEAF, PJ , (2011) MULTIPLE IMPUTATION BY CHAINED EQUATIONS: WHAT IS IT AND HOW DOES IT WORK?.INTERNATIONAL JOURNAL OF METHODS IN PSYCHIATRIC RESEARCH. VOL. 20. ISSUE 1. P. 40-49 21 100% 141

Classes with closest relation at Level 1


Rank Class id link
1 22170 JOINT MODEL//SHARED PARAMETER MODEL//CONDITIONAL SCORE
2 22537 MISSING VALUE IMPUTATION//MISSING VALUES//MISSING VALUE ESTIMATION
3 17140 CASE COHORT DESIGN//OUTCOME DEPENDENT SAMPLING//RESPONSE SELECTIVE SAMPLING
4 2988 GENERALIZED ESTIMATING EQUATIONS//MARGINAL MODEL//CORRELATED BINARY DATA
5 31222 JOURNAL OF THE MARKET RESEARCH SOCIETY//ADVERTISING MEDIA PLANNING//AUDIENCE INTELLIGENCE
6 7019 AUXILIARY INFORMATION//AUXILIARY VARIABLE//SURVEY METHODOLOGY
7 4137 CAUSAL INFERENCE//PRINCIPAL STRATIFICATION//MARGINAL STRUCTURAL MODELS
8 32782 MONOTONE INCOMPLETE DATA//MONOTONE MISSING DATA//MONOTONE INCOMPLETE SAMPLE
9 10429 STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL//MULTIVARIATE BEHAVIORAL RESEARCH//REGRESSION MIXTURE MODELS
10 27428 COVARIATE ADJUSTMENT//LINEAR MODELS EQUATING COVARIATE MEANS//RANDOMIZATION BASED NONPARAMETRIC COVARIANCE ADJUSTMENT

Go to start page