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Published at November 25

Local Learning for Covariate Selection in Nonparametric Causal Effect Estimation with Latent Variables

stat.ML

stat.TH

Released Date: November 25, 2024

Authors: Zheng Li, Feng Xie, Yan Zeng, Zhi Geng

Arxiv: http://arxiv.org/abs/2411.16315v1

	Size=2K		Size=5K		Size=7K		Size=10K
Algorithm	RE( $\%$ ) $\downarrow$	nTest $\downarrow$	RE( $\%$ ) $\downarrow$	nTest $\downarrow$	RE( $\%$ ) $\downarrow$	nTest $\downarrow$	RE( $\%$ ) $\downarrow$	nTest $\downarrow$
PA	66.18 ± 155.54	-	45.68 ± 38.13	-	41.91 ± 27.13	-	43.34 ± 14.36	-
LV-IDA	69.00 ± 40.49	174.75 ± 45.12	60.80 ± 44.56	208.43 ± 52.79	44.10 ± 44.97	222.60 ± 51.18	32.64 ± 42.78	237.32 ± 56.68
EHS	33.72 ± 43.29	946.00 ± 0.00	28.64 ± 43.90	946.00 ± 0.00	26.90 ± 39.22	946.00 ± 0.00	12.66 ± 30.82	946.00 ± 0.00
CEELS	24.68 ± 35.16	174.85 ± 57.18	24.62 ± 36.97	196.96 ± 55.31	15.00 ± 28.83	210.00 ± 60.84	7.37 ± 18.79	224.76 ± 60.07
LSAS	23.63 ± 33.72	55.01 ± 19.56	15.39 ± 29.53	55.63 ± 19.24	10.47 ± 24.03	66.45 ± 20.37	3.49 ± 5.50	66.57 ± 20.25