DATA-INSPIRED ADVANCES IN GEOMETRIC MEASURE THEORY: GENERALIZED SURFACE AND SHAPE METRICS arXiv:1408.5954v1 [math.DG] 26 Aug 2014 By SHARIF N. IBRAHIM A dissertation submitted in partial fulfillment of the requirements for the degree of DOCTOR OF PHILOSOPHY WASHINGTON STATE UNIVERSITY Department of Mathematics August 2014