WebFairLOF: Fairness in Outlier Detection 1 3 (e.g., gender, race, nationality, religion and others) in such private sector settings for ethical reasons and to avoid bad WebApr 14, 2024 · Existing work in outlier detection regards being an outlier as a binary property. ... The objective of bandwidth degradation is to achieve both intra-class and inter-class utility fairness in each ...

Deep Clustering based Fair Outlier Detection - arxiv.org

WebApr 1, 2024 · 2.1 Problem statement. Outlier factor is referred to as a function that assigns outlierness values to data entities, in which the entity can be feature values, combinations of multiple values, features, and data objects, etc. For example, the inverse of the frequency of frequent patterns is a widely-used feature-value-level outlier factor in pattern-based … WebOutlier Detection and Fairness: The task of outlier detection targets to identify deviant observations from a dataset, and is usually modelled as an un-supervised task; [8] … the ants是什么意思

Homophily outlier detection in non-IID categorical data

WebApr 14, 2024 · Outlier detection has been extensively studied and applied in various applications due to its ability to detect outliers based on a single-view data source, such as intrusion detection systems [], credit-card fraud [], and medical diagnosis [].However, in the real world, the same instance described from different views can produce rich feature … WebFairLOF (Deepak and Abraham 2024, 2024) focuses on automated group fair outlier detection, developing a technique that extends LOF (discussed above) for fairness. FairLOF adapts LOF to incorporate adjustments based on protected attribute memberships of the object in question and its neighbors, to ensure that protected groups are fairly ... WebAn outlier detection method may be considered fair over specified sensitive attributes if the results of outlier detection are not skewed towards particular groups defined on such sensitive attributes. In this paper, we consider, for the first time to our best knowledge, the task of fair outlier detection. the ants underground kingdom tipps