2 papers
cs.LG2020
Graph Regularized Autoencoder and its Application in Unsupervised Anomaly Detection
Imtiaz Ahmed, Travis Galoppo, Xia Hu +1
Dimensionality reduction is a crucial first step for many unsupervised learning tasks including anomaly detection and clustering. Autoencoder is a popular mechanism to accomplish d…
cs.LG2019
Fairness in Deep Learning: A Computational Perspective
Mengnan Du, Fan Yang, Na Zou +1
Deep learning is increasingly being used in high-stake decision making applications that affect individual lives. However, deep learning models might exhibit algorithmic discrimina…