Dealing with missing values in large-scale studies: microarray data imputation and beyond

Constrained mixture estimation for analysis and robust classification of clinical time series

(2009) Ivan G. Costa et al.   BIOINFORMATICS

A statistical framework for protein quantitation in bottom-up MS-based proteomics

(2009) Yuliya Karpievitch et al.   BIOINFORMATICS

Integrative analysis of transcriptomic and proteomic data of Desulfovibrio vulgaris: a non-linear model to predict abundance of undetected proteins

(2009) Wandaliz Torres-García et al.   BIOINFORMATICS

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

Optimized detection of differential expression in global profiling experiments: case studies in clinical transcriptomic and quantitative proteomic datasets

(2009) Laura L. Elo et al.   BRIEFINGS IN BIOINFORMATICS

Autoregressive-Model-Based Missing Value Estimation for DNA Microarray Time Series Data

(2009) Miew Keen Choong et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Timing of Gene Expression Responses to Environmental Changes

(2009) Gal Chechik et al.   JOURNAL OF COMPUTATIONAL BIOLOGY

SNP imputation in association studies

(2009) Eran Halperin et al.   NATURE BIOTECHNOLOGY

DAnTE: a statistical tool for quantitative analysis of -omics data

(2008) A. D. Polpitiya et al.   BIOINFORMATICS

Missing value imputation for microarray gene expression data using histone acetylation information

(2008) Qian Xiang et al.   BMC BIOINFORMATICS

Significance analysis of microarray for relative quantitation of LC/MS data in proteomics

(2008) Bryan AP Roxas et al.   BMC BIOINFORMATICS

Missing value imputation improves clustering and interpretation of gene expression microarray data

(2008) Johannes Tuikkala et al.   BMC BIOINFORMATICS

Accounting for one-channel depletion improves missing value imputation in 2-dye microarray data

(2008) Cecilia Ritz et al.   BMC GENOMICS

Robust data imputation

(2008) Karlien Vanden Branden et al.   COMPUTATIONAL BIOLOGY AND CHEMISTRY

Sequential local least squares imputation estimating missing value of microarray data

(2008) Xiaobai Zhang et al.   COMPUTERS IN BIOLOGY AND MEDICINE

A comprehensive evaluation of SNP genotype imputation

(2008) Michael Nothnagel et al.   HUMAN GENETICS

Practical aspects of imputation-driven meta-analysis of genome-wide association studies

(2008) P. I.W. de Bakker et al.   HUMAN MOLECULAR GENETICS

Ameliorative missing value imputation for robust biological knowledge inference

(2008) Muhammad Shoaib B. Sehgal et al.   JOURNAL OF BIOMEDICAL INFORMATICS

An Optimized Predictive Strategy for Interactome Mapping†

(2008) Martin J. A. Aryee et al.   JOURNAL OF PROTEOME RESEARCH

Cost-effective strategies for completing the interactome

(2008) Ariel S Schwartz et al.   NATURE METHODS