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

Basic class information
ID Publications Average number
of references		 Avg. shr. active
ref. in WoS
3399 1917 27.3 57%


Bar chart of Publication_year

Last years might be incomplete

Classes in level above (level 2)


ID, lev.
above		 Publications Label for level above
887 10737 MULTIPLE IMPUTATION//LIFETIME DATA ANALYSIS//STATISTICS IN MEDICINE

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 MULTIPLE IMPUTATION Author keyword 192 46% 16% 312
2 MISSING DATA Author keyword 126 22% 27% 509
3 PATTERN MIXTURE MODEL Author keyword 56 81% 2% 34
4 MISSING NOT AT RANDOM Author keyword 50 72% 2% 39
5 MISSING AT RANDOM Author keyword 41 34% 5% 100
6 LOCF Author keyword 27 74% 1% 20
7 LAST OBSERVATION CARRIED FORWARD Author keyword 25 77% 1% 17
8 SHARED PARAMETER MODEL Author keyword 20 66% 1% 19
9 LONGITUDINAL DATA Author keyword 20 11% 9% 166
10 NONIGNORABLE NONRESPONSE Author keyword 19 64% 1% 18

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 MULTIPLE IMPUTATION 192 46% 16% 312 Search MULTIPLE+IMPUTATION Search MULTIPLE+IMPUTATION
2 MISSING DATA 126 22% 27% 509 Search MISSING+DATA Search MISSING+DATA
3 PATTERN MIXTURE MODEL 56 81% 2% 34 Search PATTERN+MIXTURE+MODEL Search PATTERN+MIXTURE+MODEL
4 MISSING NOT AT RANDOM 50 72% 2% 39 Search MISSING+NOT+AT+RANDOM Search MISSING+NOT+AT+RANDOM
5 MISSING AT RANDOM 41 34% 5% 100 Search MISSING+AT+RANDOM Search MISSING+AT+RANDOM
6 LOCF 27 74% 1% 20 Search LOCF Search LOCF
7 LAST OBSERVATION CARRIED FORWARD 25 77% 1% 17 Search LAST+OBSERVATION+CARRIED+FORWARD Search LAST+OBSERVATION+CARRIED+FORWARD
8 SHARED PARAMETER MODEL 20 66% 1% 19 Search SHARED+PARAMETER+MODEL Search SHARED+PARAMETER+MODEL
9 LONGITUDINAL DATA 20 11% 9% 166 Search LONGITUDINAL+DATA Search LONGITUDINAL+DATA
10 NONIGNORABLE NONRESPONSE 19 64% 1% 18 Search NONIGNORABLE+NONRESPONSE Search NONIGNORABLE+NONRESPONSE

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 PATTERN MIXTURE MODELS 138 63% 7% 139
2 NONIGNORABLE NONRESPONSE 101 81% 3% 62
3 NONRANDOM DROPOUT 81 96% 1% 25
4 DROP OUT 75 43% 7% 132
5 MULTIVARIATE INCOMPLETE DATA 65 85% 2% 34
6 MULTIPLE IMPUTATION 58 19% 15% 279
7 REPEATED OUTCOMES 47 64% 2% 47
8 MISSING DATA 46 12% 19% 360
9 IGNORABLE DROP OUT 38 89% 1% 17
10 INCOMPLETE DATA 36 20% 8% 159

Journals

Reviews


Title Publ. year Cit. Active
references		 % act. ref.
to same field
Missing Data Analysis: Making It Work in the Real World 2009 914 40 58%
Review: A gentle introduction to imputation of missing values 2006 511 6 83%
Introduction to multiple imputation for dealing with missing data 2014 6 15 73%
Missing Data and Multiple Imputation 2013 10 25 88%
Multiple imputation: a primer 1999 908 12 50%
Missing Data A Systematic Review of How They Are Reported and Handled 2012 19 15 87%
A Review of Hot Deck Imputation for Survey Non-response 2010 79 38 55%
Multiple imputation: Review of theory, implementation and software 2007 100 33 79%
Missing data in educational research: A review of reporting practices and suggestions for improvement 2004 180 26 65%
Tutorial in biostatistics - Handling drop-out in longitudinal studies 2004 179 81 56%

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 EPIDEMIOL BIOSTAT MC923 10 73% 0.4% 8
2 PROGRAM RURAL MENTAL HLTH SUBST ABUSE TREATMENT 3 100% 0.2% 3
3 INT BIOSTAT STAT BIOINFORMAT 2 67% 0.1% 2
4 I BIOSTAT 2 12% 0.8% 15
5 DFPM 1 50% 0.1% 2
6 METHODOL FSW 1 100% 0.1% 2
7 METHODOL STAT FSW 1 33% 0.2% 3
8 DATA MANAGEMENT STAT 1 40% 0.1% 2
9 UZ ST RAFAEL 1 16% 0.2% 4
10 CANC CAMPAIGNTRIALS UNIT 1 50% 0.1% 1

Related classes at same level (level 1)


Rank Relatedness score Related classes
1 0.0000161825 RESPONSE SELECTIVE SAMPLING//CASE COHORT DESIGN//OUTCOME DEPENDENT SAMPLING
2 0.0000157246 GENERALIZED ESTIMATING EQUATIONS//QUASI LEAST SQUARES//MARGINAL MODEL
3 0.0000117709 MISSING VALUE IMPUTATION//MISSING VALUE ESTIMATION//COMPUTAT MATH BIOL
4 0.0000101189 MODIFIED CHOLESKY DECOMPOSITION//STRUCTURE ON MEAN//ANTEDEPENDENCE
5 0.0000089942 PC PROGRAM//POLYNOMIAL GROWTH CURVES//GROWTH CURVE MODEL
6 0.0000075773 STRUCTURAL EQUATION MODELING-A MULTIDISCIPLINARY JOURNAL//EXACT DISCRETE MODEL//LAW OF INITIAL VALUES
7 0.0000072044 CAUSAL INFERENCE//PRINCIPAL STRATIFICATION//TARGETED MAXIMUM LIKELIHOOD ESTIMATION
8 0.0000071155 REGRESSION CALIBRATION//ERRORS IN VARIABLES//MEASUREMENT ERROR
9 0.0000066805 CURE RATE MODELS//CURE MODEL//LONG TERM SURVIVAL MODELS
10 0.0000065581 INTERVAL CENSORING//CURRENT STATUS DATA//INTERVAL CENSORED DATA