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International Journal of Pediatrics
Volume 2009, Article ID 952042, 6 pages
Clinical Study

Logistic Regression and Linear Discriminant Analyses in Evaluating Factors Associated with Asthma Prevalence among 10- to 12-Years-Old Children: Divergence and Similarity of the Two Statistical Methods

1Department of Hygiene, Epidemiology and Medical Statistics, School of Medicine, University of Athens, 75 Mikras Asias Street, 11527 Athens, Greece
2Department of Dietetics and Nutritional Science, Harokopio University of Athens, 70 El. Benizelou Street, 17671 Athens, Greece
3Department of Allergy-Pneumonology, Penteli Children's Hospital, 15236 Palaia Penteli, Greece

Received 6 November 2008; Accepted 17 February 2009

Academic Editor: Dharmapuri Vidyasagar

Copyright © 2009 George Antonogeorgos et al. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. B. G. Tabachnink and L. S. Fidell, Using Multivariate Statistics, HarperCollins, New York, NY, USA, 1996.
  2. R. A. Fisher, “The statistical utilization of multiple measurements,” Annals of Eugenics, vol. 8, pp. 376–386, 1938. View at Google Scholar
  3. D. W. Hosmer and S. Lemeshow, Applied Logistic Regression, John Wiley & Sons, New York, NY, USA, 1989.
  4. J. F. Hair, R. E. Anderson, R. L. Tatham, and W. C. Black, Multivariate Data Analysis with Readings, Prentice-Hall, Englewood Cliffs, NJ, USA, 5th edition, 1998.
  5. J. P. Stevens, Applied Multivariate Statistics for the Social Sciences, Lawrence Erlbaum, Hillsdale, NJ, USA, 4th edition, 2002.
  6. F. C. Pampel, Logistic Regression: A Primer, Sage, Thousand Oaks, Calif, USA, 2000.
  7. R. E. Wright, “Logistic regression,” in Reading and Understanding Multivariate Statistics, L. G. Grimm and P. R. Yarnold, Eds., pp. 217–244, American Psychological Association, Washington, DC, USA, 1995. View at Google Scholar
  8. M. Pohar, M. Blas, and S. Turk, “Comparison of logistic regression and linear discriminant analysis: a simulation study,” Metodološki Zvezki, vol. 1, no. 1, pp. 143–161, 2004. View at Google Scholar
  9. H. Duhme, S. K. Weiland, P. Rudolph, A. Wienke, A. Kramer, and U. Keil, “Asthma and allergies among children in West and East Germany: a comparison between Munster and Greifswald using the ISAAC phase I protocol,” European Respiratory Journal, vol. 11, no. 4, pp. 840–847, 1998. View at Google Scholar
  10. K. N. Priftis, D. B. Panagiotakos, G. Antonogeorgos et al., “Factors associated with asthma symptoms in schoolchildren from Greece: the Physical Activity, Nutrition and Allergies in Children Examined in Athens (PANACEA) study,” Journal of Asthma, vol. 44, no. 7, pp. 521–527, 2007. View at Publisher · View at Google Scholar · View at PubMed
  11. T. Brenn and E. Arnesen, “Selecting risk factors: a comparison of discriminant analysis, logistic regression and Cox's regression model using data from the Tromsø heart study,” Statistics in Medicine, vol. 4, no. 4, pp. 413–423, 1985. View at Publisher · View at Google Scholar
  12. M. E. Montgomery, M. E. White, and S. W. Martin, “A comparison of discriminant analysis and logistic regression for the prediction of coliform mastitis in dairy cows,” Canadian Journal of Veterinary Research, vol. 51, no. 4, pp. 495–498, 1987. View at Google Scholar