arXiv 19 Jun 2026 · Econometrics
arXiv:2606.21224 · PDF · DOI · OpenAlex · Extracted main text
Infinite-dimensional parameters are ubiquitous in empirical economics. This paper develops an Imbens--Manski--Stoye type confidence band for infinite-dimensional partially identified parameters. In particular, we propose multiplier bootstrap-based construction of a uniform confidence band. By employing approximation theorems for suprema of non-centered empirical processes indexed by possibly non-Donsker classes \citep{chernozhukov2016empirical}, we confirm the uniform validity of the proposed procedure.
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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 | Chernozhukov, Victor and Chetverikov, Denis and Kato, Kengo (2016) Empirical and multiplier bootstraps for suprema of empirical processes of increasing complexity, and related Gaussian couplings | 1.000 | 12 | 4 | 100% |
| 2 | Stoye, Jörg (2009) More on Confidence Intervals for Partially Identified Parameters | 1.000 | 11 | 3 | 100% |
| 3 | Brigham R. Frandsen and Zachari A. Pond (2025) Simultaneous Confidence Intervals for Partially Identified Parameters | 1.000 | 8 | 3 | 100% |
| 4 | Imbens, Guido W. and Manski, Charles F (2004) Confidence Intervals for Partially Identified Parameters | 0.693 | 6 | 1 | 100% |
| 5 | Chernozhukov, Victor and Chetverikov, Denis and Kato, Kengo (2019) Inference on Causal and Structural Parameters using Many Moment Inequalities | 0.511 | 2 | 1 | 100% |
| 6 | Heckman, James J. and Smith, Jeffrey and Clements, Nancy (1997) Making The Most Out Of Programme Evaluations and Social Experiments: Accounting For Heterogeneity in Programme Impacts | 0.511 | 2 | 1 | 100% |
| 7 | Donald W.K. Andrews and Xiaoxia Shi (2014) Nonparametric inference based on conditional moment inequalities | 0.405 | 1 | 1 | 100% |
| 8 | Andrews, Donald W. K. and Soares, Gustavo (2010) Inference for Parameters Defined by Moment Inequalities Using Generalized Moment Selection | 0.405 | 1 | 1 | 100% |
| 9 | Otávio Bartalotti and Désiré Kédagni and Vitor Possebom (2023) Identifying marginal treatment effects in the presence of sample selection | 0.405 | 1 | 1 | 100% |
| 10 | Arie Beresteanu and Yuya Sasaki (2021) Quantile regression with interval data | 0.405 | 1 | 1 | 100% |
Showing the top 10 of 27 scored citations.