26 citations · 67 across the 12 of their papers we have counts for
4 papers · 1 filter
NetReAct: Interactive Learning for Network Summarization
Sorour E. Amiri, Bijaya Adhikari, John Wenskovitch +4
Generating useful network summaries is a challenging and important problem with several applications like sensemaking, visualization, and compression. However, most of the current…
An Examination of Grouping and Spatial Organization Tasks for High-Dimensional Data Exploration
John Wenskovitch, Chris North
How do analysts think about grouping and spatial operations? This overarching question incorporates a number of points for investigation, including understanding how analysts begin…
Evaluating Semantic Interaction on Word Embeddings via Simulation
Yali Bian, Michelle Dowling, Chris North
Semantic interaction (SI) attempts to learn the user's cognitive intents as they directly manipulate data projections during sensemaking activity. For text analysis, prior implemen…
DeepVA: Bridging Cognition and Computation through Semantic Interaction and Deep Learning
Yali Bian, John Wenskovitch, Chris North
This paper examines how deep learning (DL) representations, in contrast to traditional engineered features, can support semantic interaction (SI) in visual analytics. SI attempts t…