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Explaining Preferences with Shapley Values



Robert Hu , Siu Lun Chau , Jaime Ferrando Huertas , Dino Sejdinovic


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RKHS-SHAP: Shapley Values for Kernel Methods



Siu Lun Chau , Javier Gonzalez , Dino Sejdinovic

* 11 pages, 4 figures 

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BayesIMP: Uncertainty Quantification for Causal Data Fusion



Siu Lun Chau , Jean-Fran├žois Ton , Javier Gonz├ílez , Yee Whye Teh , Dino Sejdinovic

* 10 pages main text, 10 pages supplementary materials 

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Deconditional Downscaling with Gaussian Processes



Siu Lun Chau , Shahine Bouabid , Dino Sejdinovic


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Kernel-based Graph Learning from Smooth Signals: A Functional Viewpoint



Xingyue Pu , Siu Lun Chau , Xiaowen Dong , Dino Sejdinovic

* 13 pages, with extra 3-page appendices 

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Learning Inconsistent Preferences with Kernel Methods



Siu Lun Chau , Javier González , Dino Sejdinovic


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Spectral Ranking with Covariates



Siu Lun Chau , Mihai Cucuringu , Dino Sejdinovic


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