DimReader: Axis lines that explain non-linear projections

Rebecca Faust, David Glickenstein, Carlos Scheidegger

Visual Detection of Structural Changes in Time-Varying Graphs Using Persistent Homology

Mustafa Hajij, Bei Wang, Carlos Scheidegger +1

Vector Field k-Means: Clustering Trajectories by Fitting Multiple Vector Fields

Nivan Ferreira, James T. Klosowski, Carlos Scheidegger +1

NeuralCubes: Deep Representations for Visual Data Exploration

Zhe Wang, Dylan Cashman, Mingwei Li +5

Homology-Preserving Dimensionality Reduction via Manifold Landmarking and Tearing

Lin Yan, Yaodong Zhao, Paul Rosen +2

Gaps in Information Access in Social Networks

Benjamin Fish, Ashkan Bashardoust, danah boyd +3

Assessing the Local Interpretability of Machine Learning Models

Dylan Slack, Sorelle A. Friedler, Carlos Scheidegger +1

The paper investigates how well humans can understand and predict the behavior of machine learning models using two notions of local interpretability—simulatability and what‑if exp…

ANTARES: Progress towards building a `Broker' of time-domain alerts

Abhijit Saha, Zhe Wang, Thomas Matheson +13

Certifying and removing disparate impact

Michael Feldman, Sorelle Friedler, John Moeller +2

Runaway Feedback Loops in Predictive Policing

Danielle Ensign, Sorelle A. Friedler, Scott Neville +2

On the (im)possibility of fairness

Sorelle A. Friedler, Carlos Scheidegger, Suresh Venkatasubramanian

Fairness in representation: quantifying stereotyping as a representational harm

Mohsen Abbasi, Sorelle A. Friedler, Carlos Scheidegger +1

A comparative study of fairness-enhancing interventions in machine learning

Sorelle A. Friedler, Carlos Scheidegger, Suresh Venkatasubramanian +3

Towards Understanding Enjoyment and Flow in Information Visualization

Bahador Saket, Carlos Scheidegger, Stephen Kobourov

Disentangling Influence: Using Disentangled Representations to Audit Model Predictions

Charles T. Marx, Richard Lanas Phillips, Sorelle A. Friedler +2

Machine Learning-based Brokers for Real-time Classification of the LSST Alert Stream

Gautham Narayan, Tayeb Zaidi, Monika D. Soraisam +20

Auditing Black-box Models for Indirect Influence

Philip Adler, Casey Falk, Sorelle A. Friedler +4