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Clustering Causal Additive Noise Models
Additive noise models are commonly used to infer the causal direction fo...
06/08/2020 ∙ by Vahid Partovi Nia, et al. ∙
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Domain Generalization via Multidomain Discriminant Analysis
Domain generalization (DG) aims to incorporate knowledge from multiple s...
07/25/2019 ∙ by Shoubo Hu, et al. ∙
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Causal Inference and Mechanism Clustering of a Mixture of Additive Noise Models
The inference of the causal relationship between a pair of observed vari...
09/23/2018 ∙ by Shoubo Hu, et al. ∙
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A Kernel Embedding-based Approach for Nonstationary Causal Model Inference
Although nonstationary data are more common in the real world, most exis...
09/23/2018 ∙ by Shoubo Hu, et al. ∙
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