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Extending the sufficient component cause model to describe the Stable Unit Treatment Value Assumption (SUTVA)

机译:扩展足够的组件原因模型来描述稳定单元治疗值假设(SUTVA)

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摘要

Causal inference requires an understanding of the conditions under which association equals causation. The exchangeability or no confounding assumption is well known and well understood as central to this task. More recently the epidemiologic literature has described additional assumptions related to the stability of causal effects. In this paper we extend the Sufficient Component Cause Model to represent one expression of this stability assumption--the Stable Unit Treatment Value Assumption. Approaching SUTVA from an SCC model helps clarify what SUTVA is and reinforces the connections between interaction and SUTVA.
机译:因果推论需要了解关联等于因果关系的条件。可交换性或没有混淆的假设是众所周知的,并且对于此任务至关重要。最近,流行病学文献描述了与因果效应的稳定性有关的其他假设。在本文中,我们扩展了充足分量原因模型来表示这种稳定性假设的一种表示形式-稳定单元治疗值假设。从SCC模型接近SUTVA有助于弄清SUTVA是什么,并加强了交互和SUTVA之间的联系。

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