3 papers
cs.HC2026
Understanding How Humans Inject Knowledge into Machine Learning Workflows through Visual Analytics
Yiwen Xing, Philip Beaucamp, Joyraj Chakraborty +6
Visual analytics (VA) plays an increasingly important role in supporting machine learning (ML) workflows. In the field of visualization, such approaches and techniques are referred…
cs.HC2026
Optimizing Visual Analytics Workflows: From Theory to Practice
Philip Beaucamp, Alfie Abdul-Rahman, Rita Borgo +5
The principle of visual analytics (VA) is to provide integrated workflows where human-centric processes (e.g., visualization and interaction) and machine-centric processes (e.g., s…
cs.SE2025
Data Virtualization for Machine Learning
Saiful Khan, Joyraj Chakraborty, Philip Beaucamp +2
Nowadays, machine learning (ML) teams have multiple concurrent ML workflows for different applications. Each workflow typically involves many experiments, iterations, and collabora…