Hiển thị ở chế độ nhân viên: Causal heterogeneity discovery by bottom-up pattern search for personalised decision making

Causal heterogeneity discovery by bottom-up pattern search for personalised decision making

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Hiển thị chi tiết
Tác giả chính:	Jiuyong, Li, Lin, Liu, Shisheng, Zhang
Định dạng:	Sách
Ngôn ngữ:	English
Nhà xuất bản:	Springer 2023
Chủ đề:	TEP CATE
Truy cập trực tuyến:	https://link.springer.com/article/10.1007/s10489-022-03860-2 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7351
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spelling	oai:localhost:PNK-73512023-03-31T01:17:19Z Causal heterogeneity discovery by bottom-up pattern search for personalised decision making Jiuyong, Li Lin, Liu Shisheng, Zhang TEP CATE CC BY In personalised decision making, evidence is required to determine whether an action (treatment) is suitable for an individual. Such evidence can be obtained by modelling treatment effect heterogeneity in subgroups. The existing interpretable modelling methods take a top-down approach to search for subgroups with heterogeneous treatment effects and they may miss the most specific and relevant context for an individual. In this paper, we design a Treatment effect pattern (TEP) to represent treatment effect heterogeneity in data. To achieve an interpretable presentation of TEPs, we use a local causal structure around the outcome to explicitly show how those important variables are used in modelling. We also derive a formula for unbiasedly estimating the Conditional Average Causal Effect (CATE) using the local structure in our problem setting. 2023-03-31T01:17:19Z 2023-03-31T01:17:19Z 2023 Book https://link.springer.com/article/10.1007/s10489-022-03860-2 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7351 en application/pdf Springer
institution	Digital Phenikaa
collection	Digital Phenikaa
language	English
topic	TEP CATE
spellingShingle	TEP CATE Jiuyong, Li Lin, Liu Shisheng, Zhang Causal heterogeneity discovery by bottom-up pattern search for personalised decision making
description	CC BY
format	Book
author	Jiuyong, Li Lin, Liu Shisheng, Zhang
author_facet	Jiuyong, Li Lin, Liu Shisheng, Zhang
author_sort	Jiuyong, Li
title	Causal heterogeneity discovery by bottom-up pattern search for personalised decision making
title_short	Causal heterogeneity discovery by bottom-up pattern search for personalised decision making
title_full	Causal heterogeneity discovery by bottom-up pattern search for personalised decision making
title_fullStr	Causal heterogeneity discovery by bottom-up pattern search for personalised decision making
title_full_unstemmed	Causal heterogeneity discovery by bottom-up pattern search for personalised decision making
title_sort	causal heterogeneity discovery by bottom-up pattern search for personalised decision making
publisher	Springer
publishDate	2023
url	https://link.springer.com/article/10.1007/s10489-022-03860-2 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7351
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score	8.89252

Causal heterogeneity discovery by bottom-up pattern search for personalised decision making

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