In this work current state-of-the-art of outlier detection techniques in WSNs have been discussed and outlier detection is reviewed from the perspective of operation within a dynamic environment. This book aims to highlight current approaches to the outlier Detection problem, point out areas which are lacking, and recommend areas for future research. In this outlier detection is explored from the perspective of WSNs.