Tomoko Nagai, Takayuki Okuda, Tomoya Nakamura, Yuichiro Sato, Yusuke Sato, Kensaku Kinjo, Kengo Kawamura, Shin Kikuta, Naoto Kumano-go
arXiv 3 Nov 2024 · Statistics — Methodology
arXiv:2411.01498 · PDF · DOI · OpenAlex · Extracted main text
This study examines the educational effect of the Academic Support Center at Kogakuin University. Following the initial assessment, it was suggested that group bias had led to an underestimation of the Center's true impact. To address this issue, the authors applied the theory of causal inference. By using T-learner, the conditional average treatment effect (CATE) of the Center's face-to-face (F2F) personal assistance program was evaluated. Extending T-learner, the authors produced a new CATE function that depends on the number of treatments (F2F sessions) and used the estimated function to predict the CATE performance of F2F assistance.
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The works this paper leans on most, across its whole bibliography — not restricted to papers in our corpus. Ranked by composite intensity, which combines how often a work is mentioned, how many sections mention it, and how much of that falls in the main text rather than the appendix.
| Reference | Intensity | Mentions | Sections | Main text | |
|---|---|---|---|---|---|
| 1 | Sören R. Künzel, Jasjeet S. Sekhon, Peter J. Bickel, and Bin Yu. Met… (2019) 4156-4165 | 0.644 | 5 | 2 | 40% |
| 2 | Guido W. Imbens and Donald B. Rubin (2015) Causal inference in statistics, social, and biomedical sciences | 0.511 | 5 | 2 | 20% |
| 3 | Naoufal Acharki, Ramiro Lugo, Antoine Bertoncello, and Josselin Garn… (2023) 91-132 | 0.511 | 3 | 2 | 33% |
| 4 | Leo Breiman (2001) 5-32 | 0.511 | 2 | 2 | 50% |
| 5 | Leo Breiman, Jerome H. Friedman, Richard A. Olshen, and Charles J. S… (1984) Classification and Regression Trees | 0.405 | 2 | 1 | 50% |
| 6 | Shonosuke Harada and Hisashi Kashima (2021) Graphite: estimating individual effects of graph-structured treatments | 0.405 | 2 | 1 | 50% |
| 7 | Liangyuan Hu, Chenyang Gu, Michael Lopez, Jiayi Ji, and Juan Wisnive… (2020) 3218-3234 | 0.405 | 2 | 1 | 50% |
| 8 | Michael Lechner (2001) Identification and estimation of causal effects of multiple treatments under the conditional independence assumption | 0.405 | 2 | 1 | 50% |
| 9 | Lin Lin, Yeying Zhu, and Liang Chen (2019) 106-126 | 0.405 | 2 | 1 | 50% |
| 10 | Tomoko Nagai, Takayuki Okuda, Tomoya Nakamura, Yuichiro Sato, Yusuke… (2024) Evaluation of Educational effects in mathematics by means of T-learner based upon causal inference self | 0.405 | 2 | 1 | 50% |
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