The California-Boston-Smithsonian AstroStatistics Collaboration hosted a mini-workshop on Computational Astro-statistics at the CfA . With the advent of new missions like the Solar Dynamic Observatory (SDO), Panoramic Survey and Rapid Response (Pan-STARRS) and Large Synoptic Survey (LSST), astronomical data collection is fast outpacing our capacity to analyze them. ... The goal of the Workshop was to explore new problems in Astronomical data analysis that arise from data complexity. ... pdf] . ...