Computer Science and Mathematics Division Oak Ridge National Laboratory Exploration of High-Dimensional Nuclei Data Fernando Fuentes Research Alliance in Math and Science Polytechnic University of Puerto Rico August 2009 Research Mentor: George Ostrouchov Statistics and Data Sciences Group Computer Science and Mathematics Division Oak Ridge National Laboratory Physics Collaboration: Mario Stoitsov Physics Division Oak Ridge National Laboratory Hai Ah Nam Scientific Computing Group National Center for Computational Sciences Oak Ridge National Laboratory