I will discuss three problems in statistical genomics that are connected by the use of high resolution arrays. The first is discovering subtypes based on multiple types of genomic data. The second is distinguishing primary tumors from metastases utilizing copy number data. The third is estimating parent-specific copy number from SNP arrays. The resulting methodologies will be demonstrated on...