Cited by 366

The DOI matches its Crossref record; 14 of the 14 references it cites were found in a registry or an index.

Computer-Assisted Text Analysis for Comparative Politics

Lucas, Christopher, Nielsen, Richard A., Roberts, Margaret E., Stewart, Brandon M., Storer, Alex, Tingley, Dustin·2015·Political Analysis

Abstract

Recent advances in research tools for the systematic analysis of textual data are enabling exciting new research throughout the social sciences. For comparative politics, scholars who are often interested in non-English and possibly multilingual textual datasets, these advances may be difficult to access. This article discusses practical issues that arise in the processing, management, translation, and analysis of textual data with a particular focus on how procedures differ across languages. These procedures are combined in two applied examples of automated text analysis using the recently introduced Structural Topic Model. We also show how the model can be used to analyze data that have been translated into a single language via machine translation tools. All the methods we describe here are implemented in open-source software packages available from the authors.

Overview

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1093/pan/mpu019

Cites

14 of 14 references verified0 citation errors · 0 not checkable

Statistics

Verification

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Citations

Cites

Show all 14 references

Research works printed but not linked: 46

  1. 10.2139/ssrn.2108098 · DOI · Paper page
  2. 10.18637/jss.v025.i05 · DOI
  3. 10.1002/(SICI)1097-4571(199101)42:1<7::AID-ASI2>3.0.CO;2-P · DOI · Paper page
  4. 10.2307/2111609 · DOI
  5. Fokkens, A. , Van Erp, M. , Postma, M. , Pedersen, T. , Vossen, P. , and Freire, N. 2013. Offspring from reproduction problems: What replication failure teaches us. In Proceedings of the 51st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 1691–1701, Sofia, Bulgaria, August. Association for Computational Linguistics.
  6. Nielsen, R. 2013. The lonely Jihadist: Weak networks and the radicalization of Muslim clerics. PhD Thesis, Harvard University. Ann Arbor: ProQuest/UMI (Publication No. 3567018).
  7. Brachman, 2009, Global Jihadism
  8. Brown, 1990, A statistical approach to machine translation, Computational Linguistics, 16, 79
  9. Lunde, 2009, CJKV information processing
  10. 10.2307/20033345 · DOI
  11. 10.1080/09592310902975455 · DOI · Paper page
  12. 10.3115/v1/P14-1110 · DOI
  13. 10.1145/2133806.2133826 · DOI · Paper page
  14. Blei, 2007, A correlated topic model of science, Annals of Applied Statistics, 1, 17
  15. 10.1017/psrm.2013.3 · DOI
  16. Krovetz, R. J. 1995. Word-sense disambiguation for large text databases PhD thesis, University of Massachusetts, Amherst.
  17. Salton, 1989, Automatic text processing: The transformation, analysis, and retrieval of information by computer
  18. 10.1002/(SICI)1097-4571(199601)47:1<70::AID-ASI7>3.0.CO;2-# · DOI
  19. 10.1093/oso/9780199244003.001.0001 · DOI
  20. Roberts, M. E. , Stewart, B. M. , Tingley, D. , and Airoldi, E. M. 2013. The structural topic model and applied social science. Advances in Neural Information Processing Systems Workshop on Topic Models: Computation, Application, and Evaluation.
  21. Telhami, 2002, The stakes: America and the Middle East
  22. George, 2005, Case studies and theory development in the social sciences
  23. 10.3115/1699571.1699627 · DOI
  24. Lynch, 2007, Anti-Americanisms in world politics, 196
  25. Habash, 2009, Proceedings of the Fourth Workshop on Statistical Machine Translation
  26. Boyd-Graber, 2010, Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing, 45
  27. 10.1023/B:INRT.0000009439.19151.4c · DOI
  28. 10.1093/pan/mpn006 · DOI
  29. 10.2307/j.ctvqr1d6h · DOI
  30. Mosteller, 1963, Inference in an authorship problem: A comparative study of discrimination methods applied to the authorship of the disputed Federalist Papers, Journal of the American Statistical Association, 58, 275
  31. Paul, 2009, Proceedings of Human Language Technologies: The 2009 Annual Conference of the North American Chapter of the Association for Computational Linguistics, Companion Volume: Short Papers, 221
  32. 10.1017/S0003055403000698 · DOI · Paper page
  33. 10.7551/mitpress/3127.001.0001 · DOI
  34. Brown, 1993, The mathematics of statistical machine translation: Parameter estimation, Computational Linguistics, 19, 263
  35. Utiyama, M. , and Isahara, H. 2007. A comparison of pivot methods for phrase-based statistical machine translation. In 2007 Proceedings of NAACL/HLT, pp. 484–491.
  36. Katzenstein, 2007, Anti-Americanisms in world politics, 9
  37. 10.1002/(SICI)1097-4571(1999)50:3<218::AID-ASI4>3.0.CO;2-1 · DOI
  38. 10.3115/1557690.1557763 · DOI
  39. 10.1353/book.3369 · DOI
  40. 10.1017/CBO9780511815829 · DOI
  41. Boyd-Graber, 2009, Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence, 75
  42. 10.1093/pan/mpp034 · DOI
  43. Tseng, 2005, Proceedings of the Fourth SIGHAN Workshop on Chinese Language Processing, 171
  44. Zhao, 2006, Proceedings of the COLING/ACL on Main Conference Poster Sessions
  45. 10.1145/2396761.2398446 · DOI
  46. 10.1111/ajps.12103 · DOI

Cited by

Sorted by citations

See all 366

Metadata

Authors
Lucas, C., Nielsen, R. A., Roberts, M. E., Stewart, B. M., Storer, A., & Tingley, D.
Venue
Political Analysis
Published
2015
Volume
23
Issue
2
Pages
254-277
ISSN
  • 1047-1987
  • 1476-4989
Cited by
366
References
14
Language
en

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review

How to cite

Cite CoChat for the checks on this page, and the paper for its own findings.

This page
CoChat. (2026). Citation check: Computer-Assisted Text Analysis for Comparative Politics. https://app.cochat.ai/papers/10.1093/pan/mpu019
The paper
Lucas, C., Nielsen, R. A., Roberts, M. E., Stewart, B. M., Storer, A., & Tingley, D. (2015). Computer-Assisted Text Analysis for Comparative Politics. Political Analysis. https://doi.org/10.1093/pan/mpu019