Siu Lun Chau | DeepAI

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Featured Co-authors

Yee Whye Teh
122 publications
Dino Sejdinovic
66 publications
Xiaowen Dong
43 publications
Krikamol Muandet
41 publications
Mihai Cucuringu
37 publications
Javier Gonzalez
26 publications
Jean-Francois Ton
10 publications
Shahine Bouabid
7 publications
Robert Hu
7 publications
Xingyue Pu
5 publications
Muneeb Aadil
2 publications

∙ 08/30/2023

Causal Strategic Learning with Competitive Selection

We study the problem of agent selection in causal strategic learning und...

0 Kiet Q. H. Vo, et al. ∙

∙ 05/24/2023

Explaining the Uncertain: Stochastic Shapley Values for Gaussian Process Models

We present a novel approach for explaining Gaussian processes (GPs) that...

0 Siu Lun Chau, et al. ∙

∙ 05/26/2022

Explaining Preferences with Shapley Values

While preference modelling is becoming one of the pillars of machine lea...

0 Robert Hu, et al. ∙

∙ 02/02/2022

Giga-scale Kernel Matrix Vector Multiplication on GPU

Kernel matrix-vector multiplication (KMVM) is a foundational operation i...

0 Robert Hu, et al. ∙

∙ 10/18/2021

RKHS-SHAP: Shapley Values for Kernel Methods

Feature attribution for kernel methods is often heuristic and not indivi...

0 Siu Lun Chau, et al. ∙

∙ 06/07/2021

BayesIMP: Uncertainty Quantification for Causal Data Fusion

While causal models are becoming one of the mainstays of machine learnin...

0 Siu Lun Chau, et al. ∙

∙ 05/27/2021

Deconditional Downscaling with Gaussian Processes

Refining low-resolution (LR) spatial fields with high-resolution (HR) in...

0 Siu Lun Chau, et al. ∙

∙ 08/23/2020

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

The problem of graph learning concerns the construction of an explicit t...

40 Xingyue Pu, et al. ∙

∙ 06/06/2020

Learning Inconsistent Preferences with Kernel Methods

We propose a probabilistic kernel approach for preferential learning fro...

0 Siu Lun Chau, et al. ∙

∙ 05/08/2020

Spectral Ranking with Covariates

We consider approaches to the classical problem of establishing a statis...

5 Siu Lun Chau, et al. ∙

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