notesum.ai

Published at December 5

Deep Causal Inference for Point-referenced Spatial Data with Continuous Treatments

cs.LG

J.2

Released Date: December 5, 2024

Authors: Ziyang Jiang¹, Zach Calhoun¹, Yiling Liu¹, Lei Duan¹, David Carlson¹

Aff.: ¹Duke University

Arxiv: http://arxiv.org/pdf/2412.04285v1

Linear model

(without

U_{\phi}

)

Linear model

(with

U_{\phi}

)

NN-based model

(without

U_{\phi}

)

NN-based model

(with

U_{\phi}

)

Direct

effect (DE)

0.709

\pm

0.023

0.108

\pm

0.012

0.078

\pm

0.049

0.096

\pm

0.016

Indirect

effect (IE)

0.806

\pm

0.080

0.123

\pm

0.010

0.231

\pm

0.054

0.116

\pm

0.005

Total

effect (TE)

0.781

\pm

0.071

0.115

\pm

0.018

0.347

\pm

0.093

0.095

\pm

0.016