메뉴 건너뛰기




Volumn 69, Issue 10, 2016, Pages 4552-4564

The elephant in the room: Predictive performance of PLS models

Author keywords

Case wise prediction; Out of sample prediction; Partial least squares; Path modeling; Prediction; Predictive performance

Indexed keywords


EID: 84964335881     PISSN: 01482963     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jbusres.2016.03.049     Document Type: Article
Times cited : (968)

References (39)
  • 2
    • 0344418784 scopus 로고
    • The significance of simultaneous methods of parameter estimation in econometric models
    • Ball, R.J., The significance of simultaneous methods of parameter estimation in econometric models. Journal of the Royal Statistical Society, Series C 12:1 (1963), 14–25.
    • (1963) Journal of the Royal Statistical Society, Series C , vol.12 , Issue.1 , pp. 14-25
    • Ball, R.J.1
  • 3
    • 0003258063 scopus 로고
    • The partial least squares (PLS) approach to causal modeling, personal computer adoption and use as an illustration
    • Barclay, D., Higgins, C., Thompson, R., The partial least squares (PLS) approach to causal modeling, personal computer adoption and use as an illustration. Technology Studies 2:2 (1995), 285–309.
    • (1995) Technology Studies , vol.2 , Issue.2 , pp. 285-309
    • Barclay, D.1    Higgins, C.2    Thompson, R.3
  • 4
    • 0023020183 scopus 로고
    • The moderator–mediator variable distinction in social psychological research – conceptual, strategic, and statistical considerations
    • Baron, R.M., Kenny, D.A., The moderator–mediator variable distinction in social psychological research – conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology 51:6 (1986), 1173–1182.
    • (1986) Journal of Personality and Social Psychology , vol.51 , Issue.6 , pp. 1173-1182
    • Baron, R.M.1    Kenny, D.A.2
  • 5
    • 84991826742 scopus 로고    scopus 로고
    • Predictive validity and formative measurement in structural equation modeling: embracing practical relevance, thirty fourth international conference on information systems
    • (Milan, Italy)
    • Becker, J.-M., Rai, A., Rigdon, E., Predictive validity and formative measurement in structural equation modeling: embracing practical relevance, thirty fourth international conference on information systems. 2013 (Milan, Italy).
    • (2013)
    • Becker, J.-M.1    Rai, A.2    Rigdon, E.3
  • 6
    • 0003095695 scopus 로고    scopus 로고
    • The partial least squares approach to structural equation modelling
    • G.A. Marcoulides Lawrence Erlbaum Associates Mahwah, NJ
    • Chin, W.W., The partial least squares approach to structural equation modelling. Marcoulides, G.A., (eds.) Modern methods for business research, 1998, Lawrence Erlbaum Associates, Mahwah, NJ, 295–336.
    • (1998) Modern methods for business research , pp. 295-336
    • Chin, W.W.1
  • 7
    • 84857017214 scopus 로고    scopus 로고
    • Bootstrap cross-validation indices for PLS path model assessment
    • Springer Handbooks of Computational Statistics Berlin
    • Chin, W.W., Bootstrap cross-validation indices for PLS path model assessment. Handbook of partial least squares, 2010, Springer Handbooks of Computational Statistics, Berlin.
    • (2010) Handbook of partial least squares
    • Chin, W.W.1
  • 8
    • 84991780113 scopus 로고    scopus 로고
    • On partial least squares variance-based SEM (VBSEM) vs. covariance-based SEM (CBSEM) for confirmatory analysis: It's all about the components and variance explained
    • (Seville, Spain)
    • Chin, W.W., On partial least squares variance-based SEM (VBSEM) vs. covariance-based SEM (CBSEM) for confirmatory analysis: It's all about the components and variance explained. 2nd international symposium on partial least squares path modeling, 2015 (Seville, Spain).
    • (2015) 2nd international symposium on partial least squares path modeling
    • Chin, W.W.1
  • 9
    • 0001878819 scopus 로고
    • A paradigm for developing better measures for marketing constructs
    • Churchill, G.A. Jr., A paradigm for developing better measures for marketing constructs. Journal of Marketing Research 16:1 (1979), 64–73.
    • (1979) Journal of Marketing Research , vol.16 , Issue.1 , pp. 64-73
    • Churchill, G.A.1
  • 10
    • 10044290594 scopus 로고    scopus 로고
    • The superiority of simple alternatives to regression for social science predictions
    • Dana, J., Dawes, R.M., The superiority of simple alternatives to regression for social science predictions. Journal of Educational and Behavioral Statistics 29:3 (2004), 317–331.
    • (2004) Journal of Educational and Behavioral Statistics , vol.29 , Issue.3 , pp. 317-331
    • Dana, J.1    Dawes, R.M.2
  • 11
    • 84858708335 scopus 로고    scopus 로고
    • Guidelines for choosing between multi-item and single-item scales in construct measurement: a predictive validity perspective
    • Diamantopoulos, A., Sarstedt, M., Fuchs, C., Wilczynski, P., Kaiser, S., Guidelines for choosing between multi-item and single-item scales in construct measurement: a predictive validity perspective. Journal of the Academy of Marketing Science 40:3 (2012), 434–449.
    • (2012) Journal of the Academy of Marketing Science , vol.40 , Issue.3 , pp. 434-449
    • Diamantopoulos, A.1    Sarstedt, M.2    Fuchs, C.3    Wilczynski, P.4    Kaiser, S.5
  • 12
    • 0001788160 scopus 로고
    • Some comments on maximum likelihood and partial least squares methods
    • Dijkstra, T., Some comments on maximum likelihood and partial least squares methods. Journal of Econometrics 22:1 (1983), 67–90.
    • (1983) Journal of Econometrics , vol.22 , Issue.1 , pp. 67-90
    • Dijkstra, T.1
  • 13
    • 78651323943 scopus 로고    scopus 로고
    • Latent variables and indices: Herman Wold's basic design and Partial Least Squares
    • E. Esposito Vinzi Springer-Verlag Berlin
    • Dijkstra, T., Latent variables and indices: Herman Wold's basic design and Partial Least Squares. Esposito Vinzi, E. Handbook of Partial Least Squares, 2010, Springer-Verlag, Berlin, 23–46.
    • (2010) Handbook of Partial Least Squares , pp. 23-46
    • Dijkstra, T.1
  • 14
    • 84938267390 scopus 로고    scopus 로고
    • Consistent partial least squares path modeling
    • Dijkstra, T.K., Henseler, J., Consistent partial least squares path modeling. MIS Quarterly 39:2 (2015), 297–316.
    • (2015) MIS Quarterly , vol.39 , Issue.2 , pp. 297-316
    • Dijkstra, T.K.1    Henseler, J.2
  • 15
    • 33847358256 scopus 로고
    • Theory building: A practical guide to the construction and testing of theoretical models
    • The Free Press New York
    • Dubin, R., Theory building: A practical guide to the construction and testing of theoretical models. 1969, The Free Press, New York.
    • (1969)
    • Dubin, R.1
  • 18
    • 0015973904 scopus 로고
    • A predictive approach to the random effects model
    • Geisser, S., A predictive approach to the random effects model. Biometrika 61:1 (1974), 101–107.
    • (1974) Biometrika , vol.61 , Issue.1 , pp. 101-107
    • Geisser, S.1
  • 20
    • 84870388697 scopus 로고    scopus 로고
    • A primer on partial least squares structural equation modeling (PLS-SEM)
    • Sage Thousand Oaks
    • Hair, J.F., Tomas, G., Hult, M., Ringle, C.M., Sarstedt, M., A primer on partial least squares structural equation modeling (PLS-SEM). 2014, Sage, Thousand Oaks.
    • (2014)
    • Hair, J.F.1    Tomas, G.2    Hult, M.3    Ringle, C.M.4    Sarstedt, M.5
  • 21
    • 84863165439 scopus 로고    scopus 로고
    • The elements of statistical learning: prediction, inference and data mining
    • 2nd ed. Springer Verlag
    • Hastie, T., Tibshirani, R., Friedman, J., The elements of statistical learning: prediction, inference and data mining. 2nd ed., 2009, Springer Verlag.
    • (2009)
    • Hastie, T.1    Tibshirani, R.2    Friedman, J.3
  • 22
    • 75149197924 scopus 로고    scopus 로고
    • A comparison of approaches for the analysis of interaction effects between latent variables using partial least squares path modeling
    • Henseler, J., Chin, W.W., A comparison of approaches for the analysis of interaction effects between latent variables using partial least squares path modeling. Structural Equation Modeling: A Multidisciplinary Journal 17:1 (2010), 82–109.
    • (2010) Structural Equation Modeling: A Multidisciplinary Journal , vol.17 , Issue.1 , pp. 82-109
    • Henseler, J.1    Chin, W.W.2
  • 23
    • 0003972541 scopus 로고    scopus 로고
    • Structural equation modeling: foundations and extensions
    • 2nd ed. SAGE Publications Newbury Park, CA
    • Kaplan, D., Structural equation modeling: foundations and extensions. 2nd ed., 2009, SAGE Publications, Newbury Park, CA.
    • (2009)
    • Kaplan, D.1
  • 24
    • 0036146882 scopus 로고    scopus 로고
    • Bootstrap prediction intervals for single period regression forecasts
    • Lam, J.-P., Veall, M.R., Bootstrap prediction intervals for single period regression forecasts. International Journal of Forecasting 18 (2002), 125–130.
    • (2002) International Journal of Forecasting , vol.18 , pp. 125-130
    • Lam, J.-P.1    Veall, M.R.2
  • 25
    • 0003480194 scopus 로고
    • Latent variable path modeling with partial least squares
    • Springer-Verlag New York
    • Lohmöller, J.B., Latent variable path modeling with partial least squares. 1989, Springer-Verlag, New York.
    • (1989)
    • Lohmöller, J.B.1
  • 26
    • 84863322444 scopus 로고    scopus 로고
    • semPLS: structural equation modeling using partial least squares
    • Monecke, A., Leisch, F., semPLS: structural equation modeling using partial least squares. Journal of Statistical Software 48:3 (2012), 1–32.
    • (2012) Journal of Statistical Software , vol.48 , Issue.3 , pp. 1-32
    • Monecke, A.1    Leisch, F.2
  • 28
    • 56749152239 scopus 로고    scopus 로고
    • SmartPLS 2.0 (beta)
    • (Hamburg)
    • Ringle, C.M., Wende, S., Will, A., SmartPLS 2.0 (beta). 2005 (Hamburg).
    • (2005)
    • Ringle, C.M.1    Wende, S.2    Will, A.3
  • 30
    • 84886025268 scopus 로고    scopus 로고
    • A comparison of PLS and ML bootstrapping techniques in SEM: a Monte Carlo study, in new perspectives in partial least squares and related methods
    • Springer New York
    • Sharma, P.N., Kim, K.H., A comparison of PLS and ML bootstrapping techniques in SEM: a Monte Carlo study, in new perspectives in partial least squares and related methods. 2013, Springer, New York, 201–208.
    • (2013) , pp. 201-208
    • Sharma, P.N.1    Kim, K.H.2
  • 31
    • 78751611452 scopus 로고    scopus 로고
    • To explain or to predict?
    • Shmueli, G., To explain or to predict?. Statistical Science 25:3 (2010), 289–310.
    • (2010) Statistical Science , vol.25 , Issue.3 , pp. 289-310
    • Shmueli, G.1
  • 33
    • 80051736192 scopus 로고    scopus 로고
    • Predictive analytics in information systems research
    • Shmueli, G., Koppius, O.R., Predictive analytics in information systems research. MIS Quarterly 35:3 (2011), 553–572.
    • (2011) MIS Quarterly , vol.35 , Issue.3 , pp. 553-572
    • Shmueli, G.1    Koppius, O.R.2
  • 34
    • 0000629975 scopus 로고
    • Cross-validatory choice and assessment of statistical predictions
    • Stone, M., Cross-validatory choice and assessment of statistical predictions. Journal of the Royal Statistical Society, Series B 36:2 (1974), 111–147.
    • (1974) Journal of the Royal Statistical Society, Series B , vol.36 , Issue.2 , pp. 111-147
    • Stone, M.1
  • 36
    • 0842272144 scopus 로고
    • Simulating multivariate nonnormal distributions
    • Vale, C.D., Maurelli, V.A., Simulating multivariate nonnormal distributions. Psychometrika 48:3 (1983), 465–471.
    • (1983) Psychometrika , vol.48 , Issue.3 , pp. 465-471
    • Vale, C.D.1    Maurelli, V.A.2
  • 37
    • 0038378708 scopus 로고
    • Models for knowledge
    • J. Gani Springer Verlag Heidelberg, Germany
    • Wold, H., Models for knowledge. Gani, J., (eds.) The making of the statistician, 1982, Springer Verlag, Heidelberg, Germany.
    • (1982) The making of the statistician
    • Wold, H.1
  • 38
    • 79960003014 scopus 로고    scopus 로고
    • Responding to the severe limitations of cross-sectional surveys: commenting on Rong and Wilkinson's perspectives
    • Woodside, A.G., Responding to the severe limitations of cross-sectional surveys: commenting on Rong and Wilkinson's perspectives. Australasian Marketing Journal 19 (2011), 153–156.
    • (2011) Australasian Marketing Journal , vol.19 , pp. 153-156
    • Woodside, A.G.1
  • 39
    • 84874292326 scopus 로고    scopus 로고
    • Moving beyond multiple regression analysis to algorithms: calling for adoption of a paradigm shift from symmetric to asymmetric thinking in data analysis and crafting theory
    • Woodside, A.G., Moving beyond multiple regression analysis to algorithms: calling for adoption of a paradigm shift from symmetric to asymmetric thinking in data analysis and crafting theory. Journal of Business Research 66 (2013), 463–472.
    • (2013) Journal of Business Research , vol.66 , pp. 463-472
    • Woodside, A.G.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.