Volume XV offers a number of research streams that have grown out of the seminal work by Zdzislaw Pawlak. The 4 contributions included in this volume presents a rough set approach in machine learning, the introduction of multi-valued near set theory, the advent of a complete system that supports a rough-near set approach to digital image analysis, and an exhaustive study of the mathematics of vagueness.