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Chapter and Conference Paper
Mutual Information Scoring: Increasing Interpretability in Categorical Clustering Tasks with Applications to Child Welfare Data
Youth in the American foster care system are significantly more likely than their peers to face a number of negative life outcomes, from homelessness to incarceration. Administrative data on these youth have t...
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Chapter and Conference Paper
Frames and Their Affective Dimensions: A Case Study of Climate Change News Articles
News articles shared on social media platforms could be framed in ways such that specific points are emphasized or de-emphasized to create confusion on scientific facts. In this work, we use policy frames sugg...
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Chapter and Conference Paper
Computational Models for Social Good: Beyond Bias and Representation
This panel will bring a timely and overdue discussion to SBP-BRiMS on computational social and behavioral modeling for social good. What’s more, we will host a discussion on what it means to critically approac...
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Chapter and Conference Paper
MDR Cluster-Debias: A Nonlinear Word Embedding Debiasing Pipeline
Existing methods for debiasing word embeddings often do so only superficially, in that words that are stereotypically associated with, e.g., a particular gender in the original embedding space can still be clu...