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On the inappropriateness of stepwise regression analysis for model building and testing

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References

  • Berger DE (2004) Using regression analysis. In: Wholey JS, Hatry HP, Newcomer KE (eds) Handbook of practical program evaluation. Wiley, San Francisco, pp 479–505

    Google Scholar 

  • Blackie SP, Fairbarn MS, McElvaney GN, Morrison NJ, Wilcox PG, Pardy RL (1989) Prediction of maximal oxygen uptake and power during cycle ergometry in subjects older than 55 years of age. Am Rev Respir Dis 139:1424–1429

    PubMed  CAS  Google Scholar 

  • Cohen J, Cohen P, West S, Aiken L (2003) Applied multiple regression/correlation analysis for the behavioral sciences. L. Erlbaum Associates, Mahwah

    Google Scholar 

  • George JD, Stone WJ, Burkett LN (1997) Non-exercise VO2max estimation for physically active college students. Med Sci Sports Exerc 29:415–423

    PubMed  CAS  Google Scholar 

  • Keppel G, Wickens TD (2004) Design and analysis: a researcher’s handbook. Pearson Prentice-Hall, Upper Saddle River

    Google Scholar 

  • Kerlinger FN (1986) Foundations of behavioral research. Holt, Rinehart and Winston, New York

    Google Scholar 

  • Malek MH, Berger DE, Housh TJ, Coburn JW, Beck TW (2004a) Validity of VO2max equations for aerobically trained males and females. Med Sci Sports Exerc 36:1427–1432

    Article  PubMed  Google Scholar 

  • Malek MH, Housh TJ, Berger DE, Coburn JW, Beck TW (2004b) A new non-exercise based VO2max prediction equation for aerobically trained females. Med Sci Sports Exerc 36:1804–1810

    Article  PubMed  Google Scholar 

  • Malek MH, Housh TJ, Berger DE, Coburn JW, Beck TW (2005) A new non-exercise-based VO2max prediction equation for aerobically trained men. J Strength Cond Res 19:559–565

    Article  PubMed  Google Scholar 

  • Pedhazur EL (1997) Multiple regression in behavioral research. Prentice-Hall, Upper Saddle River, pp 207–211

    Google Scholar 

  • Sanada K, Midorikawa T, Yasuda T, Kearns CF, Abe T (2007) Development of nonexercise prediction models of maximal oxygen uptake in healthy Japanese young men. Eur J Appl Physiol 99:143–148

    Article  PubMed  Google Scholar 

  • Singh R, Singh HJ, Sirisinghe RG (1989) Cardiopulmonary fitness in a sample of Malaysian population. Jpn J Physiol 39:475–485

    PubMed  CAS  Google Scholar 

  • Storer TW, Davis JA, Caiozzo VJ (1990) Accurate prediction of VO2max in cycle ergometry. Med Sci Sports Exerc 22:704–712

    Article  PubMed  CAS  Google Scholar 

  • Tabachnick BG, Fidell LS (2001) Using multivariate statistics. Allyn and Bacon, Boston

  • Vehrs PR, George JD, Fellingham GW, Plowman SA, Dustman-Allen K (2007) Submaximal treadmill exercise test to predict VO2max in fit adults. Meas in Phys Educ Sci 11:61–72

    Google Scholar 

  • Verma SS, Sharma YK, Kishore N (1998) Prediction of maximal aerobic power in healthy Indian males 21–58 years of age. Z Morphol Anthropol 82:103–110

    PubMed  CAS  Google Scholar 

  • Wagner PD (1988) An integrated view of the determinants of maximum oxygen uptake. Adv Exp Med Biol 227:245–256

    PubMed  CAS  Google Scholar 

  • Wagner PD (1993) Algebraic analysis of the determinants of VO2max. Respir Physiol 93:221–237

    Article  PubMed  CAS  Google Scholar 

  • Wagner PD (1996) Determinants of maximal oxygen transport and utilization. Annu Rev Physiol 58:21–50

    Article  PubMed  CAS  Google Scholar 

  • Wells CL, Scrutton EW, Archibald LD, Cooke WP, De la Mothe JW (1973) Physical working capacity and maximal oxygen uptake of teenaged athletes. Med Sci Sports 5:232–241

    PubMed  CAS  Google Scholar 

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Malek, M.H., Berger, D.E. & Coburn, J.W. On the inappropriateness of stepwise regression analysis for model building and testing. Eur J Appl Physiol 101, 263–264 (2007). https://doi.org/10.1007/s00421-007-0485-9

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