Most-cited papers on Data Generalizability and Bias

Ranked by citation count via OpenAlex. Citations update on a rolling basis; list regenerates every 24h.

1. Dealing with endogeneity bias: The generalized method of moments (GMM) for panel data

   2018 · Industrial Marketing Management · Ullah, Subhan, Akhtar, Pervaiz, Zaefarian, Ghasem

   1,026 cited

2. Exploring bias in a generalized additive model for spatial air pollution data.

   2003 · Environmental Health Perspectives · Ramsay, Tim, Burnett, Richard T., Krewski, Daniel

   58 cited

3. The use of propensity scores and observational data to estimate randomized controlled trial generalizability bias

   2013 · Statistics in Medicine · Pressler, Taylor R., Kaizar, Eloise

   51 cited

4. Generalizable Feature Learning in the Presence of Data Bias and Domain Class Imbalance with Application to Skin Lesion Classification

   2019 · Lecture notes in computer science · Yoon, Chris J. M., Hamarneh, Ghassan, Garbi, Rafeef

   47 cited

5. Biases with the Generalized Euclidean Distance measure in disparity analyses with high levels of missing data

   2019 · Palaeontology · Lehmann, Oscar E. R., Ezcurra, Martín D., Butler, Richard J. et al.

   46 cited

6. Potential bias and lack of generalizability in electronic health record data: reflections on health equity from the National Institutes of Health Pragmatic Trials Collaboratory

   2023 · Journal of the American Medical Informatics Association · Boyd, Andrew D., González‐Guarda, Rosa M., Lawrence, Katharine et al.

   40 cited

7. Measurement and Selection Bias in Longitudinal Data. A Framework for Re-Opening the Discussion on Data Quality and Generalizability of Social Bookkeeping Data

   2009 · Social Science Open Access Repository (GESIS – Leibniz Institute for the Social Sciences) · Baur, Nina

   21 cited

8. Generalized Linear Mixed Models for Binary Data: Are Matching Results from Penalized Quasi-Likelihood and Numerical Integration Less Biased?

   2014 · PLoS ONE · Benedetti, Andrea, Platt, Robert W., Atherton, Juli

   20 cited

9. Outperformance in exchange-traded fund pricing deviations: Generalized control of data snooping bias

   2013 · Journal of Financial Markets · Kearney, Fearghal, Cummins, Mark, Murphy, Finbarr

   15 cited

10. Multiplicative bias correction for generalized Birnbaum–Saunders kernel density estimators and application to nonnegative heavy tailed data

    2015 · Journal of the Korean Statistical Society · Zougab, Nabil, Adjabi, Smaïl

    14 cited

11. A comparison of bias‐adjusted generalized estimating equations for sparse binary data in small‐sample longitudinal studies

    2023 · Statistics in Medicine · Gosho, Masahiko, Ishii, Ryota, Noma, Hisashi et al.

    14 cited

12. Generalized kernel regression estimator for dependent size-biased data

    2011 · Journal of Statistical Planning and Inference · Chaubey, Yogendra P., Laïb, Naâmane, Li, Jun

    11 cited

13. Bias corrected generalized method of moments and generalized quasi-likelihood inferences in linear models for panel data with measurement error

    2012 · Sankhya B · Fan, Zhaozhi, Sutradhar, Brajendra C., Rao, R. Prabhakar

    10 cited

14. Bias from the use of generalized estimating equations to analyze incomplete longitudinal binary data

    2010 · Journal of Applied Statistics · Copas, Andrew, Seaman, Shaun R.

    10 cited

15. Inconsistency in UK Biobank Event Definitions From Different Data Sources and Its Impact on Bias and Generalizability: A Case Study of Venous Thromboembolism

    2023 · American Journal of Epidemiology · Bassett, Emily, Broadbent, James C., Gill, Dipender et al.

    9 cited

16. A new framework for data reconciliation and measurement bias identification in generalized linear dynamic systems

    2009 · AIChE Journal · Xu, Hua, Rong, Gang

    8 cited

17. A systematic review of data sources for artificial intelligence applications in pediatric brain tumors in Europe: implications for bias and generalizability

    2023 · Frontiers in Oncology · Tozzi, Alberto Eugenio, Croci, Ileana, Voicu, Paul et al.

    7 cited