Missing value imputation in high-dimensional phenomic data: imputable or not, and how?

Genome- and Phenome-Wide Analyses of Cardiac Conduction Identifies Markers of Arrhythmia Risk

(2013) Marylyn D. Ritchie et al.   CIRCULATION

External phenome analysis enables a rational federated query strategy to detect changing rates of treatment-related complications associated with multiple myeloma

(2013) Jeremy L Warner et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Identifying phenotypic signatures of neuropsychiatric disorders from electronic medical records

(2013) Svetlana Lyalina et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

Modeling temporal relationships in large scale clinical associations

(2012) David A Hanauer et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION

The Prevention and Treatment of Missing Data in Clinical Trials

(2012) Roderick J. Little et al.   NEW ENGLAND JOURNAL OF MEDICINE

Bioinformatics challenges for personalized medicine

(2011) Guy Haskin Fernald et al.   BIOINFORMATICS

Missing data imputation using statistical and machine learning methods in a real breast cancer problem

(2010) José M. Jerez et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Biological impact of missing-value imputation on downstream analyses of gene expression profiles

(2010) Sunghee Oh et al.   BIOINFORMATICS

PheWAS: demonstrating the feasibility of a phenome-wide scan to discover gene-disease associations

(2010) J. C. Denny et al.   BIOINFORMATICS

A Review of Hot Deck Imputation for Survey Non-response

(2010) Rebecca R. Andridge et al.   INTERNATIONAL STATISTICAL REVIEW

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

(2009) Guy N Brock et al.   BMC BIOINFORMATICS