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Eric Laber

2 accepted papers

2024

Hidden Population Estimation with Indirect Inference and Auxiliary Information

UAI 2024poster

Many populations defined by illegal or stigmatized behavior are difficult to sample using conventional survey methodology. Respondent Driven Sampling (RDS) is a participant referral process frequently employed in this context to collect information. This sampling methodology can be modeled as a stoc…

2023

Experimental Designs for Heteroskedastic Variance

NeurIPS 2023poster

Most linear experimental design problems assume homogeneous variance, while the presence of heteroskedastic noise is present in many realistic settings. Let a learner have access to a finite set of measurement vectors $\mathcal{X}\subset \mathbb{R}^d$ that can be probed to receive noisy linear resp…

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