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Using principal components for estimating logistic regression with high-dimensional multicollinear data

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Cited by:

  1. Nagarajah Varathan & Pushpakanthie Wijekoon, 2019. "Logistic Liu Estimator under stochastic linear restrictions," Statistical Papers, Springer, vol. 60(3), pages 945-962, June.
  2. Hyland, John J. & Heanue, Kevin & McKillop, Jessica & Micha, Evgenia, 2018. "Factors underlying farmers' intentions to adopt best practices: The case of paddock based grazing systems," Agricultural Systems, Elsevier, vol. 162(C), pages 97-106.
  3. Tengteng Xu & Riquan Zhang & Xiuzhen Zhang, 2023. "Estimation of spatial-functional based-line logit model for multivariate longitudinal data," Computational Statistics, Springer, vol. 38(1), pages 79-99, March.
  4. Rigo, Roberta & Santos, Paulo & Frontuto, Vito, 2022. "Landscape heterogeneity, basis risk and the feasibility of index insurance: An analysis of rice in upland regions of Southeast Asia," Food Policy, Elsevier, vol. 108(C).
  5. Fernández-Alcalá, R.M. & Navarro-Moreno, J. & Ruiz-Molina, J.C., 2009. "Statistical inference for doubly stochastic multichannel Poisson processes: A PCA approach," Computational Statistics & Data Analysis, Elsevier, vol. 53(12), pages 4322-4331, October.
  6. André Betzer & Markus Doumet & Marc Goergen, 2015. "Disentangling the link between stock and accounting performance in acquisitions," The European Journal of Finance, Taylor & Francis Journals, vol. 21(9), pages 755-771, July.
  7. Tsui-Yii Shih & Rumintha Wickramasekera, 2011. "Export decisions within Taiwanese electrical and electronic SMEs: The role of management characteristics and attitudes," Asia Pacific Journal of Management, Springer, vol. 28(2), pages 353-377, June.
  8. Jyun-Long Chen, 2021. "Fishers’ perceptions and adaptation on climate change in northeastern Taiwan," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 23(1), pages 611-634, January.
  9. Meisam Moghimbeygi & Anahita Nodehi, 2022. "Multinomial Principal Component Logistic Regression on Shape Data," Journal of Classification, Springer;The Classification Society, vol. 39(3), pages 578-599, November.
  10. van der Linde, Angelika, 2008. "Variational Bayesian functional PCA," Computational Statistics & Data Analysis, Elsevier, vol. 53(2), pages 517-533, December.
  11. Tsay, Ruey S. & Ando, Tomohiro, 2012. "Bayesian panel data analysis for exploring the impact of subprime financial crisis on the US stock market," Computational Statistics & Data Analysis, Elsevier, vol. 56(11), pages 3345-3365.
  12. Nagarajah Varathan & Pushpakanthie Wijekoon, 2021. "Optimal stochastic restricted logistic estimator," Statistical Papers, Springer, vol. 62(2), pages 985-1002, April.
  13. Yoon Lee & Sungchul Cho & Haejin Han & Kyoungmin Kim & Yongsuk Hong, 2017. "Heterogeneous Value of Water: Empirical Evidence in South Korea," Sustainability, MDPI, vol. 9(10), pages 1-11, September.
  14. Escabias, M. & Aguilera, A.M. & Valderrama, M.J., 2007. "Functional PLS logit regression model," Computational Statistics & Data Analysis, Elsevier, vol. 51(10), pages 4891-4902, June.
  15. José G Dias & Isabel Tiago de Oliveira, 2018. "Exploring unobserved household living conditions in multilevel choice modeling: An application to contraceptive adoption by Indian women," PLOS ONE, Public Library of Science, vol. 13(1), pages 1-17, January.
  16. Manuel Escabias & Ana Aguilera & M. Aguilera-Morillo, 2014. "Functional PCA and Base-Line Logit Models," Journal of Classification, Springer;The Classification Society, vol. 31(3), pages 296-324, October.
  17. Azizur Rahman & Depeng Jiang, 2023. "Forecasting Canadian Age-Specific Mortality Rates: Application of Functional Time Series Analysis," Mathematics, MDPI, vol. 11(18), pages 1-14, September.
  18. Morello, Thiago Fonseca & Piketty, Marie-Gabrielle & Gardner, Toby & Parry, Luke & Barlow, Jos & Ferreira, Joice & Tancredi, Nicola S., 2018. "Fertilizer Adoption by Smallholders in the Brazilian Amazon: Farm-level Evidence," Ecological Economics, Elsevier, vol. 144(C), pages 278-291.
  19. M. Revan Özkale, 2016. "Iterative algorithms of biased estimation methods in binary logistic regression," Statistical Papers, Springer, vol. 57(4), pages 991-1016, December.
  20. Islam Shofiqul & Anand Sonia & Hamid Jemila & Thabane Lehana & Beyene Joseph, 2017. "Comparing the performance of linear and nonlinear principal components in the context of high-dimensional genomic data integration," Statistical Applications in Genetics and Molecular Biology, De Gruyter, vol. 16(3), pages 199-216, August.
  21. O. I. Traore & P. Cristini & N. Favretto-Cristini & L. Pantera & P. Vieu & S. Viguier-Pla, 2019. "Clustering acoustic emission signals by mixing two stages dimension reduction and nonparametric approaches," Computational Statistics, Springer, vol. 34(2), pages 631-652, June.
  22. Aguilera, Ana M. & Escabias, Manuel & Valderrama, Mariano J., 2008. "Forecasting binary longitudinal data by a functional PC-ARIMA model," Computational Statistics & Data Analysis, Elsevier, vol. 52(6), pages 3187-3197, February.
  23. Hyland, John J. & Heanue, Kevin & McKillop, Jessica & Micha, Evgenia, 2018. "Factors influencing dairy farmers’ adoption of best management grazing practices," Land Use Policy, Elsevier, vol. 78(C), pages 562-571.
  24. López-Delgado, P. & Diéguez-Soto, J., 2015. "Lone founders, types of private family businesses and firm performance," Journal of Family Business Strategy, Elsevier, vol. 6(2), pages 73-85.
  25. Özkale, M. Revan & Arıcan, Engin, 2015. "First-order r−d class estimator in binary logistic regression model," Statistics & Probability Letters, Elsevier, vol. 106(C), pages 19-29.
  26. Lucadamo, Antonio & Camminatiello, Ida & D'Ambra, Antonello, 2021. "A statistical model for evaluating the patient satisfaction," Socio-Economic Planning Sciences, Elsevier, vol. 73(C).
  27. Aguilera, Ana M. & Escabias, Manuel & Valderrama, Mariano J., 2008. "Discussion of different logistic models with functional data. Application to Systemic Lupus Erythematosus," Computational Statistics & Data Analysis, Elsevier, vol. 53(1), pages 151-163, September.
  28. M. Revan Özkale & Engin Arıcan, 2019. "A first-order approximated jackknifed ridge estimator in binary logistic regression," Computational Statistics, Springer, vol. 34(2), pages 683-712, June.
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