Volume 14, Issue 2June 2022Current IssueIssue-in-Progress

SECTION: Special Issue on Data Transparency - Uses Cases and Applications

Editorial: Special Issue on Data Transparency—Uses Cases and Applications
June 2022, Article No.: 6, pp 1–3https://doi.org/10.1145/3494455
Data Transparency and Fairness Analysis of the NYPD Stop-and-Frisk Program
June 2022, Article No.: 7, pp 1–14https://doi.org/10.1145/3460533

Given the increased concern of racial disparities in the stop-and-frisk programs, the New York Police Department (NYPD) requires publicly displaying detailed data for all the stops conducted by police authorities, including the suspected offense and race ...

Achieving Transparency Report Privacy in Linear Time
June 2022, Article No.: 8, pp 1–56https://doi.org/10.1145/3460001

An accountable algorithmic transparency report (ATR) should ideally investigate (a) transparency of the underlying algorithm, and (b) fairness of the algorithmic decisions, and at the same time preserve data subjects’ privacy. However, a provably formal ...

Estimating Degradation of Machine Learning Data Assets
June 2022, Article No.: 9, pp 1–15https://doi.org/10.1145/3446331

Large-scale adoption of Artificial Intelligence and Machine Learning (AI-ML) models fed by heterogeneous, possibly untrustworthy data sources has spurred interest in estimating degradation of such models due to spurious, adversarial, or low-quality data ...

Transparent Aspect-Level Sentiment Analysis Based on Dependency Syntax Analysis and Its Application on COVID-19
June 2022, Article No.: 10, pp 1–24https://doi.org/10.1145/3460002

Aspect-level sentiment analysis identifies fine-grained emotion for target words. There are three major issues in current models of aspect-level sentiment analysis. First, few models consider the natural language semantic characteristics of the texts. ...



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