Portrait of Pratheeksha Nair

Pratheeksha Nair

PhD - McGill University
Supervisor
Research Topics
Graph Neural Networks

Publications

RAFFIC V IS : Fighting Human Trafficking through Visualization
Catalina Vajiac
Andreas Olligschlaeger
Yifei Li
Meng-Chieh Lee
Namyong Park
Duen Horng Chau
Christos Faloutsos
Law enforcement can detect human trafficking (HT) in online escort websites by analyzing suspicious clusters of connected ads. Given such cl… (see more)usters, how can we interactively visualize potential evidence for law enforcement and domain experts? We present TRAFFICVIS, which, to our knowledge, is the first interface for cluster-level HT detection and labeling. It builds on state-of-the-art HT clustering algorithms by incorporating metadata as a signal of organized and potentially suspicious activity. Also, domain experts can label clusters as HT, spam, and more, efficiently creating labeled datasets to enable further HT research. TRAFFICVIS has been built in close collaboration with domain experts, who estimate that TRAFFICVIS provides a median 36x speedup over manual labeling.
Global Surveillance of COVID-19 by mining news media using a multi-source dynamic embedded topic model
Zhi Wen
Imane Chafi
Anya Okhmatovskaia
Guido Powell