Which missing value imputation method to use in expression profiles: A comparative study and two selection schemes

BMC Bioinformatics

Volumn 9, Issue , 2008, Pages

  Brock, Guy N ^a   Shaffer, John R ^b   Blakesley, Richard E ^b   Lotz, Meredith J ^b   Tseng, George C ^b,c  

^a Universtiy of Louisville   (United States)

^b UNIVERSITY OF PITTSBURGH GRADUATE SCHOOL OF PUBLIC HEALTH   (United States)

^c UNIVERSITY OF PITTSBURGH SCHOOL OF MEDICINE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

COMPARATIVE STUDIES; COMPUTATIONAL COSTS; CORRELATION PATTERNS; GENE EXPRESSION DATA; IMPUTATION ALGORITHM; IMPUTATION METHODS; MICROARRAY EXPERIMENTS; MISSING VALUE IMPUTATION;

AUTOCORRELATION; ENTROPY; EXPERIMENTS; GENE EXPRESSION; TIME SERIES;

OPTIMIZATION;

ACCURACY; ALGORITHM; ARTICLE; BAYES THEOREM; BIOINFORMATICS; COMPUTER SIMULATION; CONTROLLED STUDY; CORRELATION ANALYSIS; DATA ANALYSIS; ENTROPY; GENE EXPRESSION PROFILING; GENE MAPPING; INTERMETHOD COMPARISON; MICROARRAY ANALYSIS; PRINCIPAL COMPONENT ANALYSIS; QUANTITATIVE ANALYSIS; REGRESSION ANALYSIS; STATISTICAL ANALYSIS; TIME SERIES ANALYSIS; ARTIFACT; COMPARATIVE STUDY; COMPUTER PROGRAM; DNA MICROARRAY; EVALUATION; METHODOLOGY; REPRODUCIBILITY; SAMPLE SIZE; SENSITIVITY AND SPECIFICITY;

ALGORITHMS; ARTIFACTS; DATA INTERPRETATION, STATISTICAL; GENE EXPRESSION PROFILING; OLIGONUCLEOTIDE ARRAY SEQUENCE ANALYSIS; REPRODUCIBILITY OF RESULTS; SAMPLE SIZE; SENSITIVITY AND SPECIFICITY; SOFTWARE;

EID: 39749093807     PISSN: None     EISSN: 14712105     Source Type: Journal    
DOI: 10.1186/1471-2105-9-12     Document Type: Article

References (31)