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Causal Inference with Corrupted Data: Measurement Error, Missing Values, Discretization, and Differential Privacy

Extracted main text — title through conclusion, appendix excluded. This is what our citation measures are computed over, published so the extraction can be checked by eye.

8,658 characters · 5 sections · 3 citation commands

Rendered from LaTeX for readability, not typeset faithfully. Citation keys are highlighted; maths is left as source; figures, tables and equation environments are summarised rather than reproduced; unrecognised commands are greyed out so nothing is silently dropped. Email addresses are removed.

Title

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abstractThe text of your abstract. 200 or fewer words.

{\it Keywords:} 3 to 6 keywords, that do not appear in the title

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Introduction

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itemize• Note that figures and tables (such as Figure (ref) and Table (ref)) should appear in the paper, not at the end or in separate files. • In the latex source, near the top of the file the command \verb++ can be used to hide the authors and acknowledgements, producing the required blinded version. • Remember that in the blind version, you should not identify authors indirectly in the text. That is, don't say “In Smith et. al. (2009) we showed that ...”. Instead, say “Smith et. al. (2009) showed that ...”. • These points are only intended to remind you of some requirements. Please refer to the instructions for authors at \url{http://amstat.tandfonline.com/action/authorSubmission?journalCode=uasa20&page=instructions#.VFkk7fnF_0c} • For more about ASA\ style, please see \url{http://journals.taylorandfrancis.com/amstat/asa-style-guide/} • If you have supplementary material (e.g., software, data, technical proofs), identify them in the section below. In early stages of the submission process, you may be unsure what to include as supplementary material. Don't worry---this is something that can be worked out at later stages.

Methods

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Verifications

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Campbell02, Schubert13, Chi81

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Conclusion

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description• Brief description. (file type) • R-package ÒMYNEWÓ containing code to perform the diagnostic methods described in the article. The package also contains all datasets used as examples in the article. (GNU zipped tar file) • Data set used in the illustration of MYNEW method in Section 3.2. (.txt file)

BibTeX

We hope you've chosen to use BibTeX!\ If you have, please feel free to use the package natbib with any bibliography style you're comfortable with. The .bst file agsm has been included here for your convenience.