Recent decades have witnessed data explosion, and petabyte sized data archives are not uncommon anymore. It is estimated that organizations with high end computing (HEC) infrastructures and data centers are doubling the amount of data that they are archiving every year. On the other hand, computing infrastructures are becoming more heterogeneous. The first three workshops held with SC10, SC11, and SC12 were a great success. Continuing on this success, in addition to the cloud focus, we expanded the scope of this workshop with an emphasis on middleware infrastructure that facilitates efficient data analytics on big data starting from SC13. This workshop intends to bring together researchers, developers, and practitioners from academia, government, and industry to discuss new and emerging trends in high end computing platforms, programming models, middleware and software services, and outline the data mining and knowledge discovery approaches that can efficiently exploit this modern computing infrastructure.