Search Results for author: Rebecca Salganik

Found 2 papers, 1 papers with code

Fairness Through Domain Awareness: Mitigating Popularity Bias For Music Discovery

no code implementations • 28 Aug 2023 • Rebecca Salganik, Fernando Diaz, Golnoosh Farnadi

As online music platforms grow, music recommender systems play a vital role in helping users navigate and discover content within their vast musical databases.

Fairness Navigate +1

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Analyzing the Effect of Sampling in GNNs on Individual Fairness

1 code implementation • 8 Sep 2022 • Rebecca Salganik, Fernando Diaz, Golnoosh Farnadi

We evaluate two popular GNN methods: Graph Convolutional Network (GCN), which trains on the entire graph, and GraphSAGE, which uses probabilistic random walks to create subgraphs for mini-batch training, and assess the effects of sub-sampling on individual fairness.

Fairness Recommendation Systems +1

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