Transfer Learning for Individual Treatment Effect Estimation

This work considers the problem of transferring causal knowledge between tasks for Individual Treatment Effect (ITE) estimation. To this end, we theoretically assess the feasibility of transferring ITE knowledge and present a practical framework for efficient transfer. A lower bound is introduced on...

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Veröffentlicht in:	arXiv.org 2023-06
Hauptverfasser:	Aloui, Ahmed, Dong, Juncheng, Le, Cat P, Tarokh, Vahid
Format:	Artikel
Sprache:	eng
Schlagworte:	Data acquisition Estimation Knowledge Knowledge acquisition Knowledge management Training Upper bounds
Online-Zugang:	Volltext
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