activity
20162025
most citedVisualizing Graph Neural Networks with CorGIE: Corresponding a Graph to Its Embedding

21 citations · 51 across the 9 of their papers we have counts for

collaborators

10 papers

cs.HC2025★ 9 cited

Dirty Data in the Newsroom: Comparing Data Preparation in Journalism and Data Science

Stephen Kasica, Charles Berret, Tamara Munzner

The work involved in gathering, wrangling, cleaning, and otherwise preparing data for analysis is often the most time consuming and tedious aspect of data work. Although many studi…

cs.HC2022★ 7 cited

Iceberg Sensemaking: A Process Model for Critical Data Analysis and Visualization

Charles Berret, Tamara Munzner

We offer a new model of the sensemaking process for data analysis and visualization. Whereas past sensemaking models have been grounded in positivist assumptions about the nature o…

cs.LG2021★ 21 cited

Visualizing Graph Neural Networks with CorGIE: Corresponding a Graph to Its Embedding

Zipeng Liu, Yang Wang, Jürgen Bernard +1

Graph neural networks (GNNs) are a class of powerful machine learning tools that model node relations for making predictions of nodes or links. GNN developers rely on quantitative…

cs.DC2020★ 1 cited

Aggregate-Driven Trace Visualizations for Performance Debugging

Vaastav Anand, Matheus Stolet, Thomas Davidson +3

Performance issues in cloud systems are hard to debug. Distributed tracing is a widely adopted approach that gives engineers visibility into cloud systems. Existing trace analysis…

cs.HC2020★ 2 cited

GEViTRec: Data Reconnaissance Through Recommendation Using a Domain-Specific Prevalence Visualization Design Space

Anamaria Crisan, Shannah Fisher, Jennifer L. Gardy +1

Genomic Epidemiology (genEpi) is a branch of public health that uses many different data types including tabular, network, genomic, and geographic, to identify and contain outbreak…

cs.HC2020

Table Scraps: An Actionable Framework for Multi-Table Data Wrangling From An Artifact Study of Computational Journalism

Stephen Kasica, Charles Berret, Tamara Munzner

For the many journalists who use data and computation to report the news, data wrangling is an integral part of their work.Despite an abundance of literature on data wrangling in t…