108 citations · 112 across the 3 of their papers we have counts for
Showing 2017Show all
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stat.ML2017★ 4 cited
General Latent Feature Modeling for Data Exploration Tasks
Isabel Valera, Melanie F. Pradier, Zoubin Ghahramani
This paper introduces a general Bayesian non- parametric latent feature model suitable to per- form automatic exploratory analysis of heterogeneous datasets, where the attributes d…
stat.ML2017★ 108 cited
From Parity to Preference-based Notions of Fairness in Classification
Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez Rodriguez +2
The adoption of automated, data-driven decision making in an ever expanding range of applications has raised concerns about its potential unfairness towards certain social groups.…