Clara Belitz

Personal website for Clara Belitz, PhD student in Information Science at University of Illinois Urbana-Champaign.

View My GitHub Profile

Here you can find links to my past and ongoing research projects, as well as PDFs of published work.

Peer Reviewed Journal Papers

2023

Constructing categories: Moving beyond protected classes in algorithmic fairness C. Belitz, J. Ocumpaugh, S. Ritter, R. S. Baker, S. E. Fancsali, N. Bosch. Journal of the Association for Information Science and Technology, 74(6), 663-668 DOI

Peer Reviewed Conference Proceedings

2024

Hierarchical dependencies in classroom settings influence algorithmic bias metrics C. Belitz, H. Lee, N. Nasiar, S. E. Fancsali, S. Ritter, H. Almoubayyed, R. S. Baker, J. Ocumpaugh, N. Bosch Proceedings of the 14th International Conference on Learning Analytics & Knowledge (LAK ‘24), pp 210–218. DOI

Synthetic dataset generation for fairer unfairness research L. Jiang, C. Belitz, N. Bosch Proceedings of the 14th International Conference on Learning Analytics & Knowledge (LAK ‘24), pp 200–209. DOI

Bridging Informational Divides: A Community-Centered Analysis of “Public Safety” Surveillance Technology G. Balasubramaniam*, C. Belitz*, A.S. Chan (*indicates equal contributions) Extended Abstracts of the 2024 CHI Conference on Human Factors in Computing Systems (CHI EA ‘24), Article No.: 550. DOI

2021

Automating procedurally fair feature selection in machine learning C. Belitz, L. Jiang, N. Bosch. Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society (AIES ‘21), pp. 379-389. DOI

Chapters in Edited Volumes

2023

Resisting data colonialism and digital surveillance in a midwestern classroom: Exploring community-driven alternatives to Automated License Plate Readers. C. Yang, G. Balasubramaniam, C. Belitz, and A.S. Chan. In Resisting Data Colonialism: A Practical Intervention. Institute of Network Cultures, Amsterdam, 81–86.