메뉴 건너뛰기




Volumn 15, Issue 1, 2006, Pages 3-26

On multicollinearity and concurvity in some nonlinear multivariate models

Author keywords

Additive models; CART; Collinearity; MARS; Multi layer perceptron; Projection pursuit regression

Indexed keywords


EID: 33747449778     PISSN: 16182510     EISSN: 1613981X     Source Type: Journal    
DOI: 10.1007/s10260-006-0005-9     Document Type: Article
Times cited : (41)

References (28)
  • 2
    • 84876943680 scopus 로고
    • Demeaning conditioning diagnostics through centering
    • Belsley DA (1984) Demeaning conditioning diagnostics through centering (with discussion). Am Stat, 38: 73-77
    • (1984) Am Stat , vol.38 , pp. 73-77
    • Belsley, D.A.1
  • 7
    • 0042298194 scopus 로고
    • Additive principal components
    • Department of Statistics, University of Washington
    • Buja A, Donnel D, Stuetzle W (1986) Additive principal components. Technical Report, Department of Statistics, University of Washington
    • (1986) Technical Report
    • Buja, A.1    Donnel, D.2    Stuetzle, W.3
  • 8
    • 0000014224 scopus 로고
    • Linear smoothers and additive models
    • Buja A, Hastie TJ, Tibshirani R, (1989) Linear smoothers and additive models. Ann Stat, 17:453-555
    • (1989) Ann Stat , vol.17 , pp. 453-555
    • Buja, A.1    Hastie, T.J.2    Tibshirani, R.3
  • 9
    • 0000173488 scopus 로고
    • Tree based models
    • Chambers J.M, Hastie T.J (eds) Chapman Hall, New york
    • Clark L-A. Pregibon D (1992) Tree based models. In: Chambers J.M, Hastie T.J (eds) Statistical models in S. Chapman Hall, New york.
    • (1992) Statistical Models in S
    • Clark, L.-A.1    Pregibon, D.2
  • 10
    • 0027642557 scopus 로고
    • A comparison of two non parametric estimation schemes: MARS and neural networks
    • De Veaux RD, Psichogios DC, Hungar LH, (1993) A comparison of two non parametric estimation schemes: MARS and neural networks, Comput Chemi Eng, 17 (8): 819-837
    • (1993) Comput Chemi Eng , vol.17 , Issue.8 , pp. 819-837
    • De Veaux, R.D.1    Psichogios, D.C.2    Hungar, L.H.3
  • 12
    • 0344179804 scopus 로고
    • Analysis of additive dependencies and concurvity using smallest additive principal components
    • Donnel DJ. Buja A, Stuetzle W (1994) Analysis of additive dependencies and concurvity using smallest additive principal components, Ann Stati, 22: 1635-1673
    • (1994) Ann Stati , vol.22 , pp. 1635-1673
    • Donnel, D.J.1    Buja, A.2    Stuetzle, W.3
  • 13
    • 33747490920 scopus 로고
    • Discussion of "linear smoothers and additive models" by Buja A, Hastie TJ & Tibshirani R
    • Eubank Speckman (1989) Discussion of "linear smoothers and additive models" by Buja A, Hastie TJ & Tibshirani R. Ann Stat, 17: 525-529
    • (1989) Ann Stat , vol.17 , pp. 525-529
    • Speckman, E.1
  • 14
    • 33747516165 scopus 로고
    • Classification and multiple response regression trough projection pursuit
    • Department of Statistics
    • Friedman JH (1984) Classification and multiple response regression trough projection pursuit. Department of Statistics, Stanford University, Report LCM006
    • (1984) Stanford University, Report , vol.LCM006
    • Friedman, J.H.1
  • 15
    • 0002432565 scopus 로고
    • Multivariate adaptive regression splines
    • Friedman JH, (1991) Multivariate adaptive regression splines, The Annals of Statistics 19, 1-141.
    • (1991) The Annals of Statistics , vol.19 , pp. 1-141
    • Friedman, J.H.1
  • 17
    • 21144479615 scopus 로고
    • Diagnostics for nonparametric regression models with additive terms
    • Gu C (1992) Diagnostics for nonparametric regression models with additive terms. J Ame Stat Assoc, 87: 1051-1058
    • (1992) J Ame Stat Assoc , vol.87 , pp. 1051-1058
    • Gu, C.1
  • 18
    • 33746716166 scopus 로고
    • Deliverable R3-B4-P task B4: Benchmarks
    • Elena-NervesII "Enhanced learning for evolutive neural architecture" ESPRIT-Basic Research Project Number 6891
    • Guerin-Dugue A et al (1995). Deliverable R3-B4-P task B4: benchmarks, Technical report, Elena-NervesII "Enhanced learning for evolutive neural architecture" ESPRIT-Basic Research Project Number 6891.
    • (1995) Technical Report
    • Guerin-Dugue, A.1
  • 19
    • 84972488102 scopus 로고
    • Generalized additive models
    • Hastie TJ, Tibshirani R (1986) Generalized additive models, Stat Sci, 1: 297-318
    • (1986) Stat Sci , vol.1 , pp. 297-318
    • Hastie, T.J.1    Tibshirani, R.2
  • 23
    • 0348134648 scopus 로고    scopus 로고
    • Geometrical aspects of discrimination by multilayer perceptrons
    • Ingrassia S (1999) Geometrical aspects of discrimination by multilayer perceptrons. J Multivar Analy 68: 226-234
    • (1999) J Multivar Analy , vol.68 , pp. 226-234
    • Ingrassia, S.1
  • 24
    • 23844478259 scopus 로고    scopus 로고
    • Neural network modelling for small data sets
    • Ingrassia S, Morlini I (2005) Neural network modelling for small data sets. Technometrics, 47(3):297-312
    • (2005) Technometrics , vol.47 , Issue.3 , pp. 297-312
    • Ingrassia, S.1    Morlini, I.2
  • 25
    • 0003612091 scopus 로고
    • Machine learning, neural and statistical classification
    • Michie D, Spiegelhalter DJ, Taylor CC, (eds) UK
    • Michie D, Spiegelhalter DJ, Taylor CC, (eds) (1994) Machine learning, neural and statistical classification, Ellis Horwood Series in Artificial Intelligence, UK
    • (1994) Ellis Horwood Series in Artificial Intelligence
  • 27
    • 84972517124 scopus 로고
    • Collinearity and least squares regression
    • Stewart GW (1992) Collinearity and least squares regression. Stat Sci, 2: 68-100
    • (1992) Stat Sci , vol.2 , pp. 68-100
    • Stewart, G.W.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.