The 4th Biannual Duke University Workshop on Sensing and Analysis of High-Dimensional Data is planned for July 27-29, 2015. The workshop will bring together world-leading researchers from the fields of mathematics, statistics, engineering and computer science. The meeting will be held at the Washington Duke Inn and Golf Club, adjacent to the Duke campus.