Do Graph Neural Networks Build Fair User Models? Assessing Disparate Impact and Mistreatment in Behavioural User Profiling.

Erasmo Purificato|Ludovico Boratto|Ernesto William De Luca


Anthology ID:DBLP:conf/cikm/PurificatoBL22
Volume:Proceedings of the 31st ACM International Conference on Information & Knowledge Management, Atlanta, GA, USA, October 17-21, 2022
Year:2022
Venue:International Conference on Information and Knowledge Management (CIKM)
Publisher:ACM
Pages:4399-4403
URL:https://doi.org/10.1145/3511808.3557584
DOI:https://doi.org/10.1145/3511808.3557584
DBLP:conf/cikm/PurificatoBL22
BibTeX:
@inproceedings{purificato-2022-graph, author = {Erasmo Purificato and Ludovico Boratto and Ernesto William De Luca}, editor = {Mohammad Al Hasan and Li Xiong}, title = {{Do Graph Neural Networks Build Fair User Models? Assessing Disparate Impact and Mistreatment in Behavioural User Profiling}}, booktitle = {{Proceedings of the 31st ACM International Conference on Information & Knowledge Management, Atlanta, GA, USA, October 17-21, 2022}}, pages = {4399--4403}, publisher = {ACM}, year = {2022}, url = {https://doi.org/10.1145/3511808.3557584}, doi = {https://doi.org/10.1145/3511808.3557584} }