Chapter-1: Introduction to Feature Selection This chapter will discuss feature selection, its background, advantages and practical applications. Chapter-2: Background This chapter will explain various Non-RST based Feature Selection approaches from literature along with strengths and weaknesses of each. Chapter-3: Rough Set Theory