A Large-scale Study on Unsupervised Outlier Model Selection: Do Internal Strategies Suffice?

Martin Q. Ma, Yue Zhao, Xiaorong Zhang +1

Given an unsupervised outlier detection task, how should one select a detection algorithm as well as its hyperparameters (jointly called a model)? Unsupervised model selection is n…