11 citations · 43 across the 15 of their papers we have counts for
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stat.ML2021★ 2 cited
Information-theoretic Classification Accuracy: A Criterion that Guides Data-driven Combination of Ambiguous Outcome Labels in Multi-class Classification
Chihao Zhang, Yiling Elaine Chen, Shihua Zhang +1
Outcome labeling ambiguity and subjectivity are ubiquitous in real-world datasets. While practitioners commonly combine ambiguous outcome labels for all data points (instances) in…
stat.ML2020★ 1 cited
Tessellated Wasserstein Auto-Encoders
Kuo Gai, Shihua Zhang
Non-adversarial generative models such as variational auto-encoder (VAE), Wasserstein auto-encoders with maximum mean discrepancy (WAE-MMD), sliced-Wasserstein auto-encoder (SWAE)…
stat.ML2018★ 3 cited
Group-sparse SVD Models and Their Applications in Biological Data
Wenwen Min, Juan Liu, Shihua Zhang
Sparse Singular Value Decomposition (SVD) models have been proposed for biclustering high dimensional gene expression data to identify block patterns with similar expressions. Howe…