The use of generalized linear models and generalized estimating equations in bioarchaeological studies.

作者: Efthymia Nikita

DOI: 10.1002/AJPA.22448

关键词:

摘要: The American School of Classical Studies at Athens, 54 Souidias Street, 106 76 AthensKEY WORDS statistical analysis; generalized linear models; entheses; archaeologicalcollectionsABSTRACT current article explores whether theapplication models (GLM) and gen-eralized estimating equations (GEE) can be used inplace conventional analyses in the study ofordinal data that code an underlying continuous vari-able, like entheseal changes. analysis artificialdata ordinal expressing changes inarchaeological North African populations gave fol-lowing results. Parametric nonparametric tests giveconvergent results particularly for P values <0.1, irre-spective variable is normallydistributed or not under condition samplesinvolved exhibit approximately equal sizes.If this prerequisite valid provided sam-ples are variances, covariance maybe adopted. GLM subject to constraints giveresults converge those obtained from all nonpara-metric tests. Therefore, they instead tra-ditional as give same amount ofinformation them, but with advantage allowingthe simultaneous impact multiple predic-tors their interactions modeling theexperimental data. However, should replaced byGEE bilateral asymmetry generalwhen paired samples tested, because GEE areappropriate correlated Am J Phys Anthropol153:473–483, 2014.

参考文章(36)
Charles S. Davis, Gary G. Koch, Maura Ellen Stokes, Categorical Data Analysis Using the SAS System ,(1995)
Scott L. Zeger, Kung-Yee Liang, Longitudinal data analysis for discrete and continuous outcomes. Biometrics. ,vol. 42, pp. 121- 130 ,(1986) , 10.2307/2531248
Sébastien Villotte, Dominique Castex, Vincent Couallier, Olivier Dutour, Christopher J. Knüsel, Dominique Henry-Gambier, Enthesopathies as occupational stress markers: Evidence from the upper limb American Journal of Physical Anthropology. ,vol. 142, pp. 224- 234 ,(2009) , 10.1002/AJPA.21217
Angela R. Lieverse, Vladimir Ivanovich Bazaliiskii, Olga Ivanovna Goriunova, Andrzej W. Weber, Upper limb musculoskeletal stress markers among middle Holocene foragers of Siberia's Cis-Baikal region. American Journal of Physical Anthropology. ,vol. 138, pp. 458- 472 ,(2009) , 10.1002/AJPA.20964
M Benjamin, T Kumai, S Milz, B.M Boszczyk, A.A Boszczyk, J.R Ralphs, The skeletal attachment of tendons--tendon "entheses". Comparative Biochemistry and Physiology A-molecular & Integrative Physiology. ,vol. 133, pp. 931- 945 ,(2002) , 10.1016/S1095-6433(02)00138-1
Terry M. Therneau, P. McCullagh, J. A. Nelder, Generalized linear models. 2nd ed. Journal of the American Statistical Association. ,vol. 88, pp. 698- ,(1993) , 10.2307/2290358
Richard A. Groeneveld, W. J. Conover, Practical Nonparametric Statistics (2nd ed). Journal of the American Statistical Association. ,vol. 76, pp. 1011- ,(1981) , 10.2307/2287607
Elizabeth Weiss, Understanding muscle markers: lower limbs. American Journal of Physical Anthropology. ,vol. 125, pp. 232- 238 ,(2004) , 10.1002/AJPA.10397
Efthymia Nikita, Yun Ysi Siew, Jay Stock, David Mattingly, Marta Mirazón Lahr, Activity patterns in the Sahara Desert: an interpretation based on cross-sectional geometric properties. American Journal of Physical Anthropology. ,vol. 146, pp. 423- 434 ,(2011) , 10.1002/AJPA.21597
Alan Agresti, Categorical data analysis Contemporary Sociology. ,vol. 22, pp. 459- ,(1993) , 10.1002/0471249688