메뉴 건너뛰기




Volumn 45, Issue 1, 2013, Pages 1-15

CHull: A generic convex-hull-based model selection method

Author keywords

CHULL; Graphical user interface; Model selection; PCA; PLS; Regression

Indexed keywords

ARTICLE; BAYES THEOREM; COMPARATIVE STUDY; COMPUTER INTERFACE; COMPUTER PROGRAM; FACTORIAL ANALYSIS; HUMAN; METHODOLOGY; PRINCIPAL COMPONENT ANALYSIS; PSYCHOLOGICAL MODEL; REGRESSION ANALYSIS; STATISTICAL MODEL; STATISTICS;

EID: 84874371777     PISSN: 1554351X     EISSN: 15543528     Source Type: Journal    
DOI: 10.3758/s13428-012-0238-5     Document Type: Article
Times cited : (91)

References (50)
  • 2
    • 0000501656 scopus 로고
    • Information theory and an extension of the maximum likelihood principle
    • B. N. Petrov, F. Csáki (Eds.), Budapest, Hungary: Akadémiai Kiadó
    • Akaike, H. (1973). Information theory and an extension of the maximum likelihood principle. In B. N. Petrov & F. Csáki (Eds.), Second International Symposium on Information Theory (pp. 267-281). Budapest, Hungary: Akadémiai Kiadó.
    • (1973) Second International Symposium on Information Theory , pp. 267-281
    • Akaike, H.1
  • 3
    • 33845722419 scopus 로고
    • Factor analysis and AIC
    • Akaike, H. (1987). Factor analysis and AIC. Psychometrika, 52, 317-332.
    • (1987) Psychometrika , vol.52 , pp. 317-332
    • Akaike, H.1
  • 6
    • 0028049234 scopus 로고
    • The twenty-item Toronto Alexithymia Scale: I. Item selection and cross-validation of the factor structure
    • Bagby, R. M., Parker, J. D. A., & Taylor, G. J. (1994). The twenty-item Toronto Alexithymia Scale: I. Item selection and cross-validation of the factor structure. Journal of Psychosomatic Research, 38, 23-32.
    • (1994) Journal of Psychosomatic Research , vol.38 , pp. 23-32
    • Bagby, R.M.1    Parker, J.D.A.2    Taylor, G.J.3
  • 7
    • 0009238945 scopus 로고
    • On the interface between cluster analysis, principal component analysis, and multidimensional scaling
    • H. Bozdogan and A. K. Gupta (Eds.), Dordrecht, The Netherlands: Reidel
    • Bock, H.-H. (1987). On the interface between cluster analysis, principal component analysis, and multidimensional scaling. In H. Bozdogan & A. K. Gupta (Eds.), Multivariate statistical modeling and data analysis (pp. 17-34). Dordrecht, The Netherlands: Reidel.
    • (1987) Multivariate Statistical Modeling and Data Analysis , pp. 17-34
    • Bock, H.-H.1
  • 8
    • 34250108028 scopus 로고
    • Model selection and Akaike's information criterion (AIC): The general theory and its analytical extensions
    • Bozdogan, H. (1987). Model selection and Akaike's information criterion (AIC): The general theory and its analytical extensions. Psychometrika, 52, 345-370.
    • (1987) Psychometrika , vol.52 , pp. 345-370
    • Bozdogan, H.1
  • 10
    • 84937549955 scopus 로고
    • The scree test for the number of factors
    • Cattell, R. B. (1966). The scree test for the number of factors. Multivariate Behavioral Research, 1, 245-276.
    • (1966) Multivariate Behavioral Research , vol.1 , pp. 245-276
    • Cattell, R.B.1
  • 11
    • 33745135758 scopus 로고    scopus 로고
    • Selecting among three-mode principal component models of different types and complexities: A numerical convex hull based method
    • Ceulemans, E., & Kiers, H. A. L. (2006). Selecting among three-mode principal component models of different types and complexities: A numerical convex hull based method. British Journal of Mathematical and Statistical Psychology, 59, 133-150.
    • (2006) British Journal of Mathematical and Statistical Psychology , vol.59 , pp. 133-150
    • Ceulemans, E.1    Kiers, H.A.L.2
  • 12
    • 70449432700 scopus 로고    scopus 로고
    • Discriminating between strong and weak structures in three-mode principal component analysis
    • Ceulemans, E., & Kiers, H. A. L. (2009). Discriminating between strong and weak structures in three-mode principal component analysis. British Journal of Mathematical and Statistical Psychology, 62, 601-620.
    • (2009) British Journal of Mathematical and Statistical Psychology , vol.62 , pp. 601-620
    • Ceulemans, E.1    Kiers, H.A.L.2
  • 13
    • 79952447043 scopus 로고    scopus 로고
    • The CHull procedure for selecting among multilevel component solutions
    • doi:10.1016/j.chemolab.2010.08.001
    • Ceulemans, E., Timmerman, M. E., & Kiers, H. A. L. (2011). The CHull procedure for selecting among multilevel component solutions. Chemometrics and Intelligent Laboratory Systems, 106, 12-20. doi: 10. 1016/j. chemolab. 2010. 08. 001.
    • (2011) Chemometrics and Intelligent Laboratory Systems , vol.106 , pp. 12-20
    • Ceulemans, E.1    Timmerman, M.E.2    Kiers, H.A.L.3
  • 14
    • 28844440955 scopus 로고    scopus 로고
    • Hierarchical classes models for three-way three-mode binary data: Interrelations and model selection
    • Ceulemans, E., & van Mechelen, I. (2005). Hierarchical classes models for three-way three-mode binary data: Interrelations and model selection. Psychometrika, 70, 461-480.
    • (2005) Psychometrika , vol.70 , pp. 461-480
    • Ceulemans, E.1    van Mechelen, I.2
  • 15
    • 0001500980 scopus 로고
    • The eigenvalues-greater-than-one rule and the reliability of components
    • Cliff, N. (1988). The eigenvalues-greater-than-one rule and the reliability of components. Psychological Bulletin, 103, 276-279.
    • (1988) Psychological Bulletin , vol.103 , pp. 276-279
    • Cliff, N.1
  • 16
    • 0002932742 scopus 로고    scopus 로고
    • Accuracy, scope, and flexibility of models
    • doi:10.1006/jmps.1999.1274
    • Cutting, J. E. (2000). Accuracy, scope, and flexibility of models. Journal of Mathematical Psychology, 44, 3-19. doi: 10. 1006/jmps. 1999. 1274.
    • (2000) Journal of Mathematical Psychology , vol.44 , pp. 3-19
    • Cutting, J.E.1
  • 17
    • 0004408560 scopus 로고
    • K-means clustering in a low-dimensional Euclidean space
    • E. Diday, Y. Lechevallier, M. Schader, P. Bertrand, and B. Burtschy (Eds.), Heidelberg, Germany: Springer
    • De Soete, G., & Carroll, J. D. (1994). K-means clustering in a low-dimensional Euclidean space. In E. Diday, Y. Lechevallier, M. Schader, P. Bertrand, & B. Burtschy (Eds.), New approaches in classification and data analysis (pp. 212-219). Heidelberg, Germany: Springer.
    • (1994) New Approaches in Classification and Data Analysis , pp. 212-219
    • De Soete, G.1    Carroll, J.D.2
  • 19
    • 0030725596 scopus 로고    scopus 로고
    • Two-factor solution of the 20-item Toronto Alexithymia Scale confirmed
    • Erni, T., Lötscher, K., & Modestin, J. (1997). Two-factor solution of the 20-item Toronto Alexithymia Scale confirmed. Psychopathology, 30, 335-340.
    • (1997) Psychopathology , vol.30 , pp. 335-340
    • Erni, T.1    Lötscher, K.2    Modestin, J.3
  • 20
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • doi:10.1111/j.1469-1809.1936.tb02137.x
    • Fisher, R. A. (1936). The use of multiple measurements in taxonomic problems. Annals of Eugenics, 7, 179-188. doi: 10. 1111/j. 1469-1809. 1936. tb02137. x.
    • (1936) Annals of Eugenics , vol.7 , pp. 179-188
    • Fisher, R.A.1
  • 21
    • 0001783722 scopus 로고
    • Étude de la décroissance des valeurs propres dans une analyse en composantes principales: Comparaison avec le modèle de baton brisé
    • Frontier, S. (1976). Étude de la décroissance des valeurs propres dans une analyse en composantes principales: Comparaison avec le modèle de baton brisé. Journal of Experimental Marine Biology and Ecology, 25, 67-75.
    • (1976) Journal of Experimental Marine Biology and Ecology , vol.25 , pp. 67-75
    • Frontier, S.1
  • 22
    • 0345792473 scopus 로고    scopus 로고
    • Model selection based on minimum description length
    • doi:10.1006/jmps.1999.1280
    • Grünwald, P. (2000). Model selection based on minimum description length. Journal of Mathematical Psychology, 44, 133-152. doi: 10. 1006/jmps. 1999. 1280.
    • (2000) Journal of Mathematical Psychology , vol.44 , pp. 133-152
    • Grünwald, P.1
  • 23
    • 34248982435 scopus 로고
    • Some necessary conditions for common factor analysis
    • Guttman, L. (1954). Some necessary conditions for common factor analysis. Psychometrika, 19, 149-161.
    • (1954) Psychometrika , vol.19 , pp. 149-161
    • Guttman, L.1
  • 25
    • 0030049027 scopus 로고    scopus 로고
    • Structure of the twenty-item Toronto Alexithymia Scale
    • Haviland, M. G., & Reise, S. P. (1996). Structure of the twenty-item Toronto Alexithymia Scale. Journal of Personality Assessment, 66, 116-125.
    • (1996) Journal of Personality Assessment , vol.66 , pp. 116-125
    • Haviland, M.G.1    Reise, S.P.2
  • 26
    • 0017280570 scopus 로고
    • The analysis and selection of variables in linear regression
    • Hocking, R. R. (1976). The analysis and selection of variables in linear regression. Biometrics, 32, 1-49.
    • (1976) Biometrics , vol.32 , pp. 1-49
    • Hocking, R.R.1
  • 27
    • 8644267207 scopus 로고
    • A rationale and test for the number of factors in factor analysis
    • Horn, J. L. (1965). A rationale and test for the number of factors in factor analysis. Psychometrika, 30, 179-185.
    • (1965) Psychometrika , vol.30 , pp. 179-185
    • Horn, J.L.1
  • 28
    • 84976998771 scopus 로고
    • The application of electronic computers to factor analysis
    • Kaiser, H. F. (1960). The application of electronic computers to factor analysis. Educational and Psychological Measurement, 20, 141-151.
    • (1960) Educational and Psychological Measurement , vol.20 , pp. 141-151
    • Kaiser, H.F.1
  • 31
    • 0041086070 scopus 로고
    • Multiplicatieve decompositie van interacties bij oordelen over de werkelijkheidswaarde van televisiefilms [Multiplicative decomposition of interactions of judgements of realism of television films]
    • Kroonenberg, P. M., & van der Voort, T. H. A. (1987). Multiplicatieve decompositie van interacties bij oordelen over de werkelijkheidswaarde van televisiefilms [Multiplicative decomposition of interactions of judgements of realism of television films]. Kwantitatieve Methoden, 8, 117-144.
    • (1987) Kwantitatieve Methoden , vol.8 , pp. 117-144
    • Kroonenberg, P.M.1    van der Voort, T.H.A.2
  • 32
    • 0004170691 scopus 로고
    • Amsterdam, The Netherlands: Elsevier Scientific
    • Legendre, L., & Legendre, P. (1983). Numerical ecology. Amsterdam, The Netherlands: Elsevier Scientific.
    • (1983) Numerical Ecology
    • Legendre, L.1    Legendre, P.2
  • 34
    • 84915425007 scopus 로고
    • Some comments on Cp
    • doi:10.2307/1267380
    • Mallows, C. L. (1973). Some comments on Cp. Technometrics, 15, 661-675. doi: 10. 2307/1267380.
    • (1973) Technometrics , vol.15 , pp. 661-675
    • Mallows, C.L.1
  • 35
    • 34250115918 scopus 로고
    • An examination of procedures for determining the number of clusters in a data set
    • Milligan, G. W., & Cooper, M. C. (1985). An examination of procedures for determining the number of clusters in a data set. Psychometrika, 50, 159-179.
    • (1985) Psychometrika , vol.50 , pp. 159-179
    • Milligan, G.W.1    Cooper, M.C.2
  • 36
    • 0345792472 scopus 로고    scopus 로고
    • The importance of complexity in model selection
    • doi:10.1006/jmps.1999.1283
    • Myung, I. J. (2000). The importance of complexity in model selection. Journal of Mathematical Psychology, 44, 190-204. doi: 10. 1006/jmps. 1999. 1283.
    • (2000) Journal of Mathematical Psychology , vol.44 , pp. 190-204
    • Myung, I.J.1
  • 37
    • 0029991499 scopus 로고    scopus 로고
    • Cross-cultural alexithymia: Development and validation of a Hindi translation of the 20-item Toronto Alexithymia Scale
    • Pandey, R., Mandal, M. K., Taylor, G. J., & Parker, J. D. A. (1996). Cross-cultural alexithymia: Development and validation of a Hindi translation of the 20-item Toronto Alexithymia Scale. Journal of Clinical Psychology, 52, 173-176.
    • (1996) Journal of Clinical Psychology , vol.52 , pp. 173-176
    • Pandey, R.1    Mandal, M.K.2    Taylor, G.J.3    Parker, J.D.A.4
  • 39
    • 19044395321 scopus 로고    scopus 로고
    • How many principal components? Stopping rules for determining the number of non-trivial axes revisited
    • Peres-Neto, P. R., Jackson, D. A., & Somers, K. M. (2005). How many principal components? Stopping rules for determining the number of non-trivial axes revisited. Computational Statistics and Data Analysis, 49, 974-997.
    • (2005) Computational Statistics and Data Analysis , vol.49 , pp. 974-997
    • Peres-Neto, P.R.1    Jackson, D.A.2    Somers, K.M.3
  • 40
    • 85047674682 scopus 로고    scopus 로고
    • Toward a method of selecting among computational models of cognition
    • doi:10.1037/0033-295X.109.3.472
    • Pitt, M. A., Myung, I. J., & Zhang, S. (2002). Toward a method of selecting among computational models of cognition. Psychological Review, 109, 472-491. doi: 10. 1037/0033-295X. 109. 3. 472.
    • (2002) Psychological Review , vol.109 , pp. 472-491
    • Pitt, M.A.1    Myung, I.J.2    Zhang, S.3
  • 41
    • 0001098776 scopus 로고
    • A universal prior for integers and estimation by minimum description length
    • Rissanen, J. (1983). A universal prior for integers and estimation by minimum description length. The Annals of Statistics, 11, 416-431.
    • (1983) The Annals of Statistics , vol.11 , pp. 416-431
    • Rissanen, J.1
  • 43
    • 49349117162 scopus 로고    scopus 로고
    • Selecting among multi-mode partitioning models of different complexities: A comparison of four model selection criteria
    • Schepers, J., Ceulemans, E., & van Mechelen, I. (2008). Selecting among multi-mode partitioning models of different complexities: A comparison of four model selection criteria. Journal of Classification, 25, 67-85.
    • (2008) Journal of Classification , vol.25 , pp. 67-85
    • Schepers, J.1    Ceulemans, E.2    van Mechelen, I.3
  • 44
    • 0000120766 scopus 로고
    • Estimating the dimension of a model
    • Schwarz, R. (1978). Estimating the dimension of a model. The Annals of Statistics, 6, 461-464.
    • (1978) The Annals of Statistics , vol.6 , pp. 461-464
    • Schwarz, R.1
  • 45
    • 0024599612 scopus 로고
    • Prostate specific antigen in the diagnosis and treatment of adenocarcinoma of the prostate: II. radical prostatectomy treated patients
    • Stamey, T., Kabalin, J., McNeal, J., Johnstone, I., Freiha, F., Redwine, E., & Yang, N. (1989). Prostate specific antigen in the diagnosis and treatment of adenocarcinoma of the prostate: II. radical prostatectomy treated patients. The Journal of Urology, 16, 1076-1083.
    • (1989) The Journal of Urology , vol.16 , pp. 1076-1083
    • Stamey, T.1    Kabalin, J.2    McNeal, J.3    Johnstone, I.4    Freiha, F.5    Redwine, E.6    Yang, N.7
  • 48
    • 0034183641 scopus 로고    scopus 로고
    • Three-mode principal component analysis: Choosing the numbers of components and sensitivity to local optima
    • Timmerman, M. E., & Kiers, H. A. L. (2000). Three-mode principal component analysis: Choosing the numbers of components and sensitivity to local optima. British Journal of Mathematical and Statistical Psychology, 53, 1-16.
    • (2000) British Journal of Mathematical and Statistical Psychology , vol.53 , pp. 1-16
    • Timmerman, M.E.1    Kiers, H.A.L.2
  • 49
    • 0001193215 scopus 로고
    • Determining the number of components from the matrix of partial correlations
    • Velicer, W. F. (1976). Determining the number of components from the matrix of partial correlations. Psychometrika, 41, 321-327.
    • (1976) Psychometrika , vol.41 , pp. 321-327
    • Velicer, W.F.1
  • 50
    • 0001098205 scopus 로고
    • Estimation of principal components and related models by iterative least squares
    • P. R. Krishnaiaah (Ed.), New York, NY: Academic Press
    • Wold, H. (1966). Estimation of principal components and related models by iterative least squares. In P. R. Krishnaiaah (Ed.), Multivariate analysis (pp. 391-420). New York, NY: Academic Press.
    • (1966) Multivariate Analysis , pp. 391-420
    • Wold, H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.