High-throughput biological data, such as microarray data and gene sequencing data, are plagued by unwanted variation -- systematic errors introduced by variations in experimental conditions such as temperature, the chemical reagents used, etc. This unwanted variation is often stronger than the biological variation of interest, making analysis of the data challenging, and severely impeding the...