You-Lin Chen — accepted AI-conference papers

2020

Provably Efficient Neural Estimation of Structural Equation Models: An Adversarial Approach

Luofeng Liao, You-Lin Chen, Zhuoran Yang, Bo Dai, Mladen Kolar, Zhaoran Wang

NeurIPS 2020poster

Structural equation models (SEMs) are widely used in sciences, ranging from economics to psychology, to uncover causal relationships underlying a complex system under consideration and estimate structural parameters of interest. We study estimation in a class of generalized SEMs where the object…

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2020

Ratio Trace Formulation of Wasserstein Discriminant Analysis

Hexuan Liu, Yunfeng Cai, You-Lin Chen, Ping Li

NeurIPS 2020poster

We reformulate the Wasserstein Discriminant Analysis (WDA) as a ratio trace problem and present an eigensolver-based algorithm to compute the discriminative subspace of WDA. This new formulation, along with the proposed algorithm, can be served as an efficient and more stable alternative to the orig…

Cited by 9 Source ↗PDF ↗Scholar ↗