paper-conference

Fast and Efficient MMD-based Fair PCA via Optimization over Stiefel Manifold
Proposes a new MMD-based definition of fairness for PCA, then formulate fair PCA as an optimization over the Stiefel manifold. Various theoretical and empirical discussions show the superiority of our approach compared to the existing approach (Olfat & Aswani, AAAI'19).
Junghyun Lee, Gwangsu Kim, Matt Olfat, Mark Hasegawa-Johnson, Chang D. Yoo
PDF Cite Code Project Poster Slides
Fast and Efficient MMD-based Fair PCA via Optimization over Stiefel Manifold
Preliminary Evaluation of SWAY in Permutation Decision Space via a Novel Euclidean Embedding
Extend SWAY (Chen et al., 2016) to the space of permutations by proposing a new Euclidean embedding of permutations.
Junghyun Lee, Chani Jung, Yoo Hwa Park, Dongmin lee, Juyeon Yoon, Shin Yoo
PDF Cite Code Slides
Preliminary Evaluation of SWAY in Permutation Decision Space via a Novel Euclidean Embedding