Always lurking: Understanding and mitigating bias in online human trafficking detection

K Hundman, T Gowda, M Kejriwal… - Proceedings of the 2018 …, 2018 - dl.acm.org
Web-based human trafficking activity has increased in recent years but it remains sparsely
dispersed among escort advertisements and difficult to identify due to its often-latent nature …

[PDF][PDF] Learning with Clusters

M Barnes - 2019 - ri.cmu.edu
Clustering, the problem of grou** similar data, has been extensively studied since at least
the 1950's. As machine learning becomes more prominent, clustering has evolved from …

On the Interaction Effects Between Prediction and Clustering

M Barnes, A Dubrawski - The 22nd International Conference …, 2019 - proceedings.mlr.press
Abstract Machine learning systems increasingly depend on pipelines of multiple algorithms
to provide high quality and well structured predictions. This paper argues interaction effects …