Outlier concept is one of the most significant topics in data mining. Many researches in outlier detections address an algorithm to generate the outlier scores which can be used to measure the outlierness of an instance in a dataset. Ordered distance difference outlier factor (OOF) is the parameter-free outlier detection algorithm which was published in 2013. This thesis proposes a new parameter-free outlier detection algorithm called a weighted minimum consecutive pair of the extreme pole...