N
Nripsuta Saxena
Researcher at University of Southern California
Publications - 9
Citations - 2642
Nripsuta Saxena is an academic researcher from University of Southern California. The author has contributed to research in topics: Applications of artificial intelligence & Computer science. The author has an hindex of 5, co-authored 7 publications receiving 741 citations. Previous affiliations of Nripsuta Saxena include Information Sciences Institute.
Papers
More filters
Posted Content
A Survey on Bias and Fairness in Machine Learning
TL;DR: This survey investigated different real-world applications that have shown biases in various ways, and created a taxonomy for fairness definitions that machine learning researchers have defined to avoid the existing bias in AI systems.
Journal ArticleDOI
A Survey on Bias and Fairness in Machine Learning
TL;DR: In this article, the authors present a taxonomy for fairness definitions that machine learning researchers have defined to avoid the existing bias in AI systems and examine different domains and subdomains in AI showing what researchers have observed with regard to unfair outcomes in the state-of-the-art methods and ways they have tried to address them.
Proceedings ArticleDOI
How Do Fairness Definitions Fare?: Examining Public Attitudes Towards Algorithmic Definitions of Fairness
TL;DR: This work investigates ordinary people's perceptions of three definitions of fairness, and finds one definition tends to be more pre- ferred than the others, and provides support for the principle of affirmative action.
Journal ArticleDOI
How do fairness definitions fare? Testing public attitudes towards three algorithmic definitions of fairness in loan allocations
TL;DR: Across three online experiments, which definitions people perceive to be the fairest in the context of loan decisions are tested, and whether fairness perceptions change with the addition of sensitive information is tested.