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Volumn 5, Issue 8, 2008, Pages 519-529

Quantifying the relative importance of predictors in multiple linear regression analyses for public health studies

Author keywords

General Dominance Index; Johnson's Relative Weight; Multiple linear regression analysis; Pratt's Index; Predictor; Relative importance

Indexed keywords

ARTICLE; ATHEROSCLEROSIS; CONTROLLED STUDY; CORRELATION ANALYSIS; HEALTH HAZARD; HUMAN; LINEAR REGRESSION ANALYSIS; MATHEMATICAL ANALYSIS; NONHUMAN; OCCUPATIONAL HAZARD; PLASTIC INDUSTRY; PREDICTOR VARIABLE; PRIORITY JOURNAL; RISK FACTOR; WORK ENVIRONMENT;

EID: 45849151747     PISSN: 15459624     EISSN: 15459632     Source Type: Journal    
DOI: 10.1080/15459620802225481     Document Type: Article
Times cited : (50)

References (46)
  • 1
    • 0028959242 scopus 로고
    • Urinary 1-hydroxypyrene as biomarker of exposure to polycyclic aromatic hydrocarbons in workers in petrochemical industries: Baseline values and dermal uptake
    • Boogaard, P.J., and N.J. van Sittert: Urinary 1-hydroxypyrene as biomarker of exposure to polycyclic aromatic hydrocarbons in workers in petrochemical industries: baseline values and dermal uptake. Sci. Total. Environ. 163:203-209 (1995).
    • (1995) Sci. Total. Environ , vol.163 , pp. 203-209
    • Boogaard, P.J.1    van Sittert, N.J.2
  • 2
    • 32044474465 scopus 로고    scopus 로고
    • Dermal exposure to jet fuel JP-8 significantly contributes to the production of urinary naphthols in fuel-cell maintenance workers
    • Chao, Y.C., L.L. Kupper, B. Serdar, et al.: Dermal exposure to jet fuel JP-8 significantly contributes to the production of urinary naphthols in fuel-cell maintenance workers. Environ. Health Perspect. 114:182-185 (2006).
    • (2006) Environ. Health Perspect , vol.114 , pp. 182-185
    • Chao, Y.C.1    Kupper, L.L.2    Serdar, B.3
  • 3
    • 0036224771 scopus 로고    scopus 로고
    • Lead sources, behaviors, and socioeconomic factors in relation to blood lead of native American and white children: A community-based assessment of a former mining area
    • Malcoe, L.H., R.A. Lynch, M.C. Keger, et al.: Lead sources, behaviors, and socioeconomic factors in relation to blood lead of native American and white children: A community-based assessment of a former mining area. Environ. Health Perspect. 110 (Suppl 2):221-231 (2002).
    • (2002) Environ. Health Perspect , vol.110 , Issue.SUPPL. 2 , pp. 221-231
    • Malcoe, L.H.1    Lynch, R.A.2    Keger, M.C.3
  • 4
    • 0345865051 scopus 로고    scopus 로고
    • Relationship of serum TCDD concentrations and age at exposure of female residents of Seveso, Italy
    • Eskenazi, B., P. Mocarelli, M. Warner, et al.: Relationship of serum TCDD concentrations and age at exposure of female residents of Seveso, Italy. Environ. Health Perspect. 112:22-27 (2004).
    • (2004) Environ. Health Perspect , vol.112 , pp. 22-27
    • Eskenazi, B.1    Mocarelli, P.2    Warner, M.3
  • 5
    • 0025324545 scopus 로고
    • Measuring importance
    • Healey, M.J.R.: Measuring importance. Stat. Med. 9:633-637 (1990).
    • (1990) Stat. Med , vol.9 , pp. 633-637
    • Healey, M.J.R.1
  • 7
    • 77951801920 scopus 로고
    • How to standardize regression coefficients
    • Bring, J.: How to standardize regression coefficients. Am. Stat. 48:209-213 (1994).
    • (1994) Am. Stat , vol.48 , pp. 209-213
    • Bring, J.1
  • 8
    • 0030554510 scopus 로고    scopus 로고
    • A geometric approach to compare variables in a regression model
    • Bring, J.: A geometric approach to compare variables in a regression model. Am. Stat. 50:57-62 (1996).
    • (1996) Am. Stat , vol.50 , pp. 57-62
    • Bring, J.1
  • 9
    • 3042640145 scopus 로고    scopus 로고
    • History and use of relative importance indices in organizational research
    • Johnson, J.W., and J.M. LeBreton: History and use of relative importance indices in organizational research. Organ. Res. Methods 7:238-257 (2004).
    • (2004) Organ. Res. Methods , vol.7 , pp. 238-257
    • Johnson, J.W.1    LeBreton, J.M.2
  • 10
    • 0004707958 scopus 로고
    • Relative importance by averaging over orderings
    • Kruskal, W.: Relative importance by averaging over orderings. Am. Stat. 41:6-10 (1987).
    • (1987) Am. Stat , vol.41 , pp. 6-10
    • Kruskal, W.1
  • 11
    • 0001906997 scopus 로고
    • Dividing the invisible: Using simple symmetry to partition variance explained
    • Department of Mathematical Sciences, University of Tampere, Tampere, Finland
    • Pratt, J.: Dividing the invisible: Using simple symmetry to partition variance explained. In Second International Tampere Conference in Statistics. Department of Mathematical Sciences, University of Tampere, Tampere, Finland, 1987.
    • (1987) Second International Tampere Conference in Statistics
    • Pratt, J.1
  • 12
    • 0032439915 scopus 로고    scopus 로고
    • On variable importance in linear regression
    • Thomas, R.D., E. Hughes, and B.D. Zumbo: On variable importance in linear regression. Soc. Indic. Res. 45:253-275 (1998).
    • (1998) Soc. Indic. Res , vol.45 , pp. 253-275
    • Thomas, R.D.1    Hughes, E.2    Zumbo, B.D.3
  • 13
    • 0347638964 scopus 로고
    • Comments on The Paramorphic Representation of Clinical Judgement
    • Ward, J.H.: Comments on "The Paramorphic Representation of Clinical Judgement." Psychological Bulletin 59:74-76 (1962).
    • (1962) Psychological Bulletin , vol.59 , pp. 74-76
    • Ward, J.H.1
  • 14
    • 0039078118 scopus 로고
    • Orthogonal predictors: A possible resolution of Hoffmanward controversy
    • 11:32-34
    • Gibson, W.A.: Orthogonal predictors: A possible resolution of Hoffmanward controversy. Psychological Reports 11:32-34 (1962).
    • (1962) Psychological Reports
    • Gibson, W.A.1
  • 15
    • 0347445693 scopus 로고
    • Model comparisons and R2
    • Anderson-Sprecher, R.: Model comparisons and R2. Am. Stat. 48:113-117 (1994).
    • (1994) Am. Stat , vol.48 , pp. 113-117
    • Anderson-Sprecher, R.1
  • 16
    • 0007306666 scopus 로고
    • Concepts of relative importance in recent scientific literature
    • Kruskal, W., and R. Majors: Concepts of relative importance in recent scientific literature. Am. Stat. 43:2-6 (1989).
    • (1989) Am. Stat , vol.43 , pp. 2-6
    • Kruskal, W.1    Majors, R.2
  • 17
    • 45849124506 scopus 로고
    • The paramorphic representation of clinical judgment
    • Hoffman, P.J.: The paramorphic representation of clinical judgment. Psychol. Bull. 59:77-80 (1960).
    • (1960) Psychol. Bull , vol.59 , pp. 77-80
    • Hoffman, P.J.1
  • 19
    • 12044256695 scopus 로고
    • Dominance analysis: A new approach to the problem of relative importance of predictors in multiple regression
    • Budescu, D.V.: Dominance analysis: A new approach to the problem of relative importance of predictors in multiple regression. Psychol. Bull. 114:542-551 (1993).
    • (1993) Psychol. Bull , vol.114 , pp. 542-551
    • Budescu, D.V.1
  • 20
    • 0040558027 scopus 로고    scopus 로고
    • A heuristic method for estimating the relative weight of predictor variables in multiple regression
    • Johnson, J.W.: A heuristic method for estimating the relative weight of predictor variables in multiple regression. Multivar. Behav. Res. 35:1-19 (2000).
    • (2000) Multivar. Behav. Res , vol.35 , pp. 1-19
    • Johnson, J.W.1
  • 22
    • 4344718577 scopus 로고    scopus 로고
    • Relationship between indoor and outdoor levels of fine particle mass, particle number concentrations and black smoke under different ventilation conditions
    • Cyrys, J., M. Pitz, W. Bischof, et al.: Relationship between indoor and outdoor levels of fine particle mass, particle number concentrations and black smoke under different ventilation conditions. J. Expo. Anal. Environ. Epidemiol. 14:275-283 (2004).
    • (2004) J. Expo. Anal. Environ. Epidemiol , vol.14 , pp. 275-283
    • Cyrys, J.1    Pitz, M.2    Bischof, W.3
  • 23
    • 6344246493 scopus 로고    scopus 로고
    • Effect of breast milk lead on infant blood lead levels at 1 month of age
    • Ettinger, A.S., M.M. Tellez-Rojo, C. Amarasiriwardena, et al.: Effect of breast milk lead on infant blood lead levels at 1 month of age. Environ. Health Perspect. 112:1381-1385 (2004).
    • (2004) Environ. Health Perspect , vol.112 , pp. 1381-1385
    • Ettinger, A.S.1    Tellez-Rojo, M.M.2    Amarasiriwardena, C.3
  • 24
    • 27744574099 scopus 로고    scopus 로고
    • Monitoring low benzene exposure: Comparative evaluation of urinary biomarkers, influence of cigarette smoking, and genetic polymorphisms
    • Fustinoni, S., D. Consonni, L. Campo, et al.: Monitoring low benzene exposure: comparative evaluation of urinary biomarkers, influence of cigarette smoking, and genetic polymorphisms. Cancer Epidemiol. Biomarkers Prev. 14:2237-2244 (2005).
    • (2005) Cancer Epidemiol. Biomarkers Prev , vol.14 , pp. 2237-2244
    • Fustinoni, S.1    Consonni, D.2    Campo, L.3
  • 25
    • 0036116188 scopus 로고    scopus 로고
    • Development of models to predict dose of pesticides in professional turf applicators
    • Harris, S.A., A.M. Sass-Kortsak, P.N. Corey, et al.: Development of models to predict dose of pesticides in professional turf applicators. J. Expo. Anal. Environ. Epidemiol. 12:130-144 (2002).
    • (2002) J. Expo. Anal. Environ. Epidemiol , vol.12 , pp. 130-144
    • Harris, S.A.1    Sass-Kortsak, A.M.2    Corey, P.N.3
  • 26
    • 0028558821 scopus 로고
    • Evaluation of dermal and respiratory chloroform exposure in humans
    • Levesque, B., P. Ayotte, A. LeBlanc, et al.: Evaluation of dermal and respiratory chloroform exposure in humans. Environ. Health Perspect. 102:1082-1087 (1994).
    • (1994) Environ. Health Perspect , vol.102 , pp. 1082-1087
    • Levesque, B.1    Ayotte, P.2    LeBlanc, A.3
  • 27
    • 4344608086 scopus 로고    scopus 로고
    • Determinants of children's exposure to environmental tobacco smoke (ETS): A study in Southern Germany
    • Scherer, G., U. Kramer, I. Meger-Kossien, et al.: Determinants of children's exposure to environmental tobacco smoke (ETS): A study in Southern Germany. J. Expo. Anal. Environ. Epidemiol. 14:284-292 (2004).
    • (2004) J. Expo. Anal. Environ. Epidemiol , vol.14 , pp. 284-292
    • Scherer, G.1    Kramer, U.2    Meger-Kossien, I.3
  • 28
    • 4444340013 scopus 로고    scopus 로고
    • Dose-dependent production of urinary naphthols among workers exposed to jet fuel (JP-8)
    • Serdar, B., P.P. Egeghy, R. Gibson, et al.: Dose-dependent production of urinary naphthols among workers exposed to jet fuel (JP-8). Am. J. Ind. Med. 46:234-244 (2004).
    • (2004) Am. J. Ind. Med , vol.46 , pp. 234-244
    • Serdar, B.1    Egeghy, P.P.2    Gibson, R.3
  • 29
    • 0027283529 scopus 로고
    • Estimation of individual dermal and respiratory uptake of polycyclic aromatic hydrocarbons in 12 coke oven workers
    • Van Rooij, J.G., M.M. Bodelier-Bade, and F.J. Jongeneelen: Estimation of individual dermal and respiratory uptake of polycyclic aromatic hydrocarbons in 12 coke oven workers. Br. J. Ind. Med. 50:623-632 (1993).
    • (1993) Br. J. Ind. Med , vol.50 , pp. 623-632
    • Van Rooij, J.G.1    Bodelier-Bade, M.M.2    Jongeneelen, F.J.3
  • 30
    • 1642518284 scopus 로고    scopus 로고
    • Albumin adducts of naphthalene metabolites as biomarkers of exposure to polycyclic aromatic hydrocarbons
    • Waidyanatha, S., Y. Zheng, B. Serdar, et al.: Albumin adducts of naphthalene metabolites as biomarkers of exposure to polycyclic aromatic hydrocarbons. Cancer Epidemiol. Biomarkers Prev. 13:117-124 (2004).
    • (2004) Cancer Epidemiol. Biomarkers Prev , vol.13 , pp. 117-124
    • Waidyanatha, S.1    Zheng, Y.2    Serdar, B.3
  • 31
    • 27244449582 scopus 로고    scopus 로고
    • Increased levels of 8-hydroxy-2-deoxyguanosine attributable to carcinogenic metal exposure among schoolchildren
    • Wong, R.H., C.Y. Kuo, M.L. Hsu, et al: Increased levels of 8-hydroxy-2-deoxyguanosine attributable to carcinogenic metal exposure among schoolchildren. Environ. Health. Perspect. 113:1386-1390 (2005).
    • (2005) Environ. Health. Perspect , vol.113 , pp. 1386-1390
    • Wong, R.H.1    Kuo, C.Y.2    Hsu, M.L.3
  • 32
    • 0040856485 scopus 로고
    • The minimal transformation of orthonormality
    • Johnson, R.M.: The minimal transformation of orthonormality. Psychometrika 31:61-66 (1966).
    • (1966) Psychometrika , vol.31 , pp. 61-66
    • Johnson, R.M.1
  • 33
    • 0002344794 scopus 로고
    • Bootstrap method: Another look at the Jackknife
    • Efron, B.: Bootstrap method: Another look at the Jackknife. Ann. Stat. 7:1-26 (1979).
    • (1979) Ann. Stat , vol.7 , pp. 1-26
    • Efron, B.1
  • 35
    • 0033083937 scopus 로고    scopus 로고
    • An investigation of factors contributing to styrene and styrene-7,8-oxide exposures in the reinforced-plastics industry
    • Nylander-French, L.A., L.L. Kupper, and S.M. Rappaport: An investigation of factors contributing to styrene and styrene-7,8-oxide exposures in the reinforced-plastics industry. Ann. Occup. Hyg. 43:99-105 (1999).
    • (1999) Ann. Occup. Hyg , vol.43 , pp. 99-105
    • Nylander-French, L.A.1    Kupper, L.L.2    Rappaport, S.M.3
  • 36
    • 0031794431 scopus 로고    scopus 로고
    • Dietary monounsaturated fatty acids promote aortic atherosclerosis in LDL receptor-null, human ApoB100-overexpressing transgenic mice
    • Rudel, L.L., K. Kelley, J.K. Sawyer, et al.: Dietary monounsaturated fatty acids promote aortic atherosclerosis in LDL receptor-null, human ApoB100-overexpressing transgenic mice. Arterioscler. Thromb. Vasc. Biol. 18:1818-1827 (1998).
    • (1998) Arterioscler. Thromb. Vasc. Biol , vol.18 , pp. 1818-1827
    • Rudel, L.L.1    Kelley, K.2    Sawyer, J.K.3
  • 37
    • 4344571661 scopus 로고    scopus 로고
    • Determinants of bone and blood lead levels among minorities living in the Boston area
    • Lin, C., R. Kim, S.W. Tsaih, et al.: Determinants of bone and blood lead levels among minorities living in the Boston area. Environ. Health Perspect. 112:1147-1151 (2004).
    • (2004) Environ. Health Perspect , vol.112 , pp. 1147-1151
    • Lin, C.1    Kim, R.2    Tsaih, S.W.3
  • 38
    • 12744261282 scopus 로고    scopus 로고
    • Blood lead is a predictor of homocysteine levels in a population-based study of older adults
    • Schafer, J.H., T.A. Glass, J. Bressler, et al.: Blood lead is a predictor of homocysteine levels in a population-based study of older adults. Environ. Health Perspect. 113:31-35 (2005).
    • (2005) Environ. Health Perspect , vol.113 , pp. 31-35
    • Schafer, J.H.1    Glass, T.A.2    Bressler, J.3
  • 39
    • 0036181440 scopus 로고    scopus 로고
    • 3-Chloro-4-(dichloromethyl)-5-hydroxy-2(5H)-furanone (MX) and mutagenic activity in Massachusetts drinking water
    • Wright, J.M., J. Schwartz, T. Vartiainen, et al.: 3-Chloro-4-(dichloromethyl)-5-hydroxy-2(5H)-furanone (MX) and mutagenic activity in Massachusetts drinking water. Environ. Health Perspect. 110:157-164 (2002).
    • (2002) Environ. Health Perspect , vol.110 , pp. 157-164
    • Wright, J.M.1    Schwartz, J.2    Vartiainen, T.3
  • 40
    • 0042975396 scopus 로고    scopus 로고
    • Neurologic outcomes of toxic oil syndrome patients 18 years after the epidemic
    • de la Paz, M.P., R.M. Philen, F. Gerr, et al.: Neurologic outcomes of toxic oil syndrome patients 18 years after the epidemic. Environ. Health Perspect. 111:1326-1334 (2003).
    • (2003) Environ. Health Perspect , vol.111 , pp. 1326-1334
    • de la Paz, M.P.1    Philen, R.M.2    Gerr, F.3
  • 41
    • 0036111695 scopus 로고    scopus 로고
    • Evaluation of ambient air concentrations of polycyclic aromatic hydrocarbons in Germany from 1990 to 1998
    • Fertmann, R., I. Tesseraux, M. Schumann, et al.: Evaluation of ambient air concentrations of polycyclic aromatic hydrocarbons in Germany from 1990 to 1998. J. Expo. Anal. Environ. Epidemiol. 12:115-123 (2002).
    • (2002) J. Expo. Anal. Environ. Epidemiol , vol.12 , pp. 115-123
    • Fertmann, R.1    Tesseraux, I.2    Schumann, M.3
  • 42
  • 43
    • 0141768106 scopus 로고    scopus 로고
    • The dominance analysis approach for comparing predictors in multiple regression
    • Azen, R., and D.V. Budescu: The dominance analysis approach for comparing predictors in multiple regression. Psychol. Methods 8:129-148 (2003).
    • (2003) Psychol. Methods , vol.8 , pp. 129-148
    • Azen, R.1    Budescu, D.V.2
  • 44
    • 3042607736 scopus 로고    scopus 로고
    • A Monte Carlo comparison of relative importance methodologies
    • Lebreton, J.M., R.E. Ployhart, and R.T. Ladd: A Monte Carlo comparison of relative importance methodologies. Organ. Res. Methods 7:258-282 (2004).
    • (2004) Organ. Res. Methods , vol.7 , pp. 258-282
    • Lebreton, J.M.1    Ployhart, R.E.2    Ladd, R.T.3
  • 45
    • 0014265802 scopus 로고
    • Multiple regression in psychological research and practice
    • Darlington, R.B.: Multiple regression in psychological research and practice. Psychological Bulletin 69:161-182 (1968).
    • (1968) Psychological Bulletin , vol.69 , pp. 161-182
    • Darlington, R.B.1
  • 46
    • 0007589525 scopus 로고
    • A new measure of new predictor variable importance in multiple regression
    • Green, P.E., J.D. Carroll, and W.S. De Sarbo: A new measure of new predictor variable importance in multiple regression. Journal of Marketing Research 15:356-360 (1978).
    • (1978) Journal of Marketing Research , vol.15 , pp. 356-360
    • Green, P.E.1    Carroll, J.D.2    De Sarbo, W.S.3


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