{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,7]],"date-time":"2026-05-07T07:05:42Z","timestamp":1778137542036,"version":"3.51.4"},"reference-count":28,"publisher":"Springer Science and Business Media LLC","issue":"1","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JABES"],"published-print":{"date-parts":[[2001,3]]},"DOI":"10.1198\/108571101300325256","type":"journal-article","created":{"date-parts":[[2002,7,27]],"date-time":"2002-07-27T08:38:25Z","timestamp":1027759105000},"page":"62-79","source":"Crossref","is-referenced-by-count":76,"title":["Variable selection and the interpretation of principal subspaces"],"prefix":"10.1007","volume":"6","author":[{"given":"Jorge F. C. L.","family":"Cadima","sequence":"first","affiliation":[]},{"given":"Ian T.","family":"Jolliffe","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"60100062_CR1","volume-title":"Simulated Annealing and Boltzmann Machines\u2014A Stochastic Approach to Combinatorial Optimization and Neural Computing","author":"E. Aarts","year":"1989","unstructured":"Aarts, E., and Korst, J. (1989), Simulated Annealing and Boltzmann Machines\u2014A Stochastic Approach to Combinatorial Optimization and Neural Computing, Chichester: Wiley Interscience Series in Discrete Mathematics and Optimization."},{"key":"60100062_CR2","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1007\/BF00867430","volume":"58","author":"P. A. Baeriswyl","year":"1997","unstructured":"Baeriswyl, P. A., and Rebetez, M. (1997), \u201cRegionalization of Precipitation in Switzerland by Means of Principal Component Analysis,\u201d Theoretical and Applied Climatology, 58, 31\u201341.","journal-title":"Theoretical and Applied Climatology"},{"key":"60100062_CR3","first-page":"5","volume":"23","author":"I. Bonifas","year":"1984","unstructured":"Bonifas, I., Escoufier, Y., Gonzales, P. L., and Sabatier, R. (1984), \u201cChoix de Variables en Analyse en Composants Principales,\u201d Revue de Statistiques Appliqu\u00e9es, 23, 5\u201315.","journal-title":"Revue de Statistiques Appliqu\u00e9es"},{"key":"60100062_CR4","doi-asserted-by":"crossref","first-page":"203","DOI":"10.1080\/757584614","volume":"22","author":"J. Cadima","year":"1995","unstructured":"Cadima, J., and Jolliffe, I. T. (1995), \u201cLoadings and Correlations in the Interpretation of Principal Components,\u201d Journal of Applied Statistics, 22, 203\u2013214.","journal-title":"Journal of Applied Statistics"},{"key":"60100062_CR5","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1023\/A:1006840218253","volume":"174","author":"G. Durrieu","year":"1997","unstructured":"Durrieu, G., Letellier, T., Antoch, J., Deshouillers, J. M., Malgat, M., and Mazat, J. P. (1997), \u201cIdentification of Mitochondrial Deficiency Using Principal Component Analysis,\u201d Molecular and Cellular Biochemistry, 174, 149\u2013156.","journal-title":"Molecular and Cellular Biochemistry"},{"key":"60100062_CR6","doi-asserted-by":"crossref","first-page":"239","DOI":"10.2307\/3315750","volume":"21","author":"A. Falguerolles","year":"1993","unstructured":"Falguerolles, A., and Jmel, S. (1993), \u201cUn Crit\u00e9re de Choix de Variables en Analyse en Composants Principales Fond\u00e9 surdes Mod\u00e8les Graphiques Gaussiens Particuliers,\u201d The Canadian Journal of Statistics, 21, 239\u2013256.","journal-title":"The Canadian Journal of Statistics"},{"key":"60100062_CR7","doi-asserted-by":"crossref","first-page":"487","DOI":"10.1023\/A:1008875730177","volume":"14","author":"A. Ferraz","year":"1998","unstructured":"Ferraz, A., Esposito, E., Bruns, R. E., and Duran, N. (1998), \u201cThe Use of Principal Component Analysis (PCA) for Pattern Recognition in Eucalyptus grandis Wood Biodegradation Experiments,\u201d World Journal of Microbiology and Biotechnology, 14, 487\u2013490.","journal-title":"World Journal of Microbiology and Biotechnology"},{"key":"60100062_CR8","volume-title":"Matrix Computations","author":"G. Golub","year":"1996","unstructured":"Golub, G., and Van Loan, C. (1996), Matrix Computations, Baltimore: Johns Hopkins University Press."},{"key":"60100062_CR9","first-page":"115","volume-title":"Compstat 1990","author":"P. L. Gonzalez","year":"1990","unstructured":"Gonzalez, P. L., Evry, R., Cl\u00e9roux, R., and Rioux, B. (1990), \u201cSelecting the Best Subset of Variables in Principal Component Analysis,\u201d in Compstat 1990, eds. K. Momirovic and V. Mildner, Heidelberg: Physica-Verlag, pp. 115\u2013120."},{"key":"60100062_CR10","doi-asserted-by":"crossref","first-page":"225","DOI":"10.2307\/2985919","volume":"16","author":"J. N. R. Jeffers","year":"1967","unstructured":"Jeffers, J. N. R. (1967), \u201cTwo Case Studies in the Application of Principal Component Analysis,\u201d Applied Statistics, 16, 225\u2013236.","journal-title":"Applied Statistics"},{"key":"60100062_CR11","doi-asserted-by":"crossref","first-page":"497","DOI":"10.2307\/2527939","volume":"19","author":"P. Jolicoeur","year":"1963","unstructured":"Jolicoeur, P. (1963), \u201cThe Multivariate Generalisation of the Allometry Equation,\u201d Biometrics, 19, 497\u2013499.","journal-title":"Biometrics"},{"key":"60100062_CR12","doi-asserted-by":"crossref","first-page":"160","DOI":"10.2307\/2346488","volume":"21","author":"I. T. Jolliffe","year":"1972","unstructured":"Jolliffe, I. T. (1972), \u201cDiscarding Variables in a Principal Component Analysis, I: Artificial Data,\u201d Applied Statistics, 21, 160\u2013173.","journal-title":"Applied Statistics"},{"key":"60100062_CR13","doi-asserted-by":"crossref","first-page":"21","DOI":"10.2307\/2346300","volume":"22","author":"I. T. Jolliffe","year":"1973","unstructured":"Jolliffe, I. T. (1973), \u201cDiscarding Variables in a Principal Component Analysis, II: Real Data,\u201d Applied Statistics, 22, 21\u201331.","journal-title":"Applied Statistics"},{"key":"60100062_CR14","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4757-1904-8","volume-title":"Principal Component Analysis","author":"I. T. Jolliffe","year":"1986","unstructured":"Jolliffe, I. T. (1986), Principal Component Analysis, New York: Springer-Verlag."},{"key":"60100062_CR15","first-page":"373","volume":"36","author":"I. T. Jolliffe","year":"1987","unstructured":"Jolliffe, I. T. (1987), \u201cLetter to the Editors,\u201d Applied Statistics, 36, 373\u2013374.","journal-title":"Applied Statistics"},{"key":"60100062_CR16","doi-asserted-by":"crossref","first-page":"139","DOI":"10.2307\/2347688","volume":"38","author":"I. T. Jolliffe","year":"1989","unstructured":"Jolliffe, I. T. (1989), \u201cRotation of Ill-Defined Principal Components,\u201d Applied Statistics, 38, 139\u2013147.","journal-title":"Applied Statistics"},{"key":"60100062_CR17","doi-asserted-by":"crossref","first-page":"22","DOI":"10.2307\/2347842","volume":"36","author":"W. J. Krzanowski","year":"1987","unstructured":"Krzanowski, W. J. (1987), \u201cSelection of Variables to Preserve Multivariate Data Structure Using Principal Components,\u201d Applied Statistics, 36, 22\u201333.","journal-title":"Applied Statistics"},{"key":"60100062_CR18","volume-title":"Principles of Multivariate Analysis: A User\u2019s Perspective","author":"W. J. Krzanowski","year":"1988","unstructured":"Krzanowski, W. J. (1988), Principles of Multivariate Analysis: A User\u2019s Perspective, Oxford: Clarendon Press."},{"key":"60100062_CR19","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1080\/00401706.1984.10487939","volume":"26","author":"G. P. McCabe","year":"1984","unstructured":"McCabe, G. P. (1984), \u201cPrincipal Variables,\u201d Technometrics, 26, 137\u2013144.","journal-title":"Technometrics"},{"key":"60100062_CR20","unstructured":"McCabe, G. P. (1986), \u201cPrediction of Principal Components by Variables Subsets,\u201d Technical Report 86-19, Purdue University, Dept. of Statistics."},{"key":"60100062_CR21","volume-title":"Applied Linear Statistical Models","author":"J. Neter","year":"1990","unstructured":"Neter, J., Wasserman, W., and Kutner, M. H. (1990), Applied Linear Statistical Models (3rd ed.), Chicago: Irwin.","edition":"3rd ed."},{"key":"60100062_CR22","doi-asserted-by":"crossref","unstructured":"Ramsay, J. O., and Silverman, B. W. (1997), Functional Data Analysis, Springer Series in Statics, Springer.","DOI":"10.1007\/978-1-4757-7107-7"},{"key":"60100062_CR23","doi-asserted-by":"crossref","first-page":"403","DOI":"10.1007\/BF02306029","volume":"49","author":"J. O. Ramsay","year":"1984","unstructured":"Ramsay, J. O., ten Berge, J., and Styan, G. P. H. (1984), \u201cMatrix Correlation,\u201d Psychometrika, 49, 403\u2013423.","journal-title":"Psychometrika"},{"key":"60100062_CR24","unstructured":"Richman, M. B. (1992), \u201cDetermination of Dimensionality in Eigen analysis,\u201d Proceedings of the Fifth International Meeting on Statistical Climatology, 229\u2013235."},{"key":"60100062_CR25","doi-asserted-by":"crossref","first-page":"169","DOI":"10.2307\/2992386","volume":"38","author":"K. M. Somers","year":"1986","unstructured":"Somers, K. M. (1986), \u201cAllometry, Isometry and Shape in Principal Component Analysis,\u201d Systematic Zoology, 38, 169\u2013173.","journal-title":"Systematic Zoology"},{"key":"60100062_CR26","doi-asserted-by":"crossref","first-page":"573","DOI":"10.1089\/cmb.1996.3.573","volume":"3","author":"M. Teitelman","year":"1996","unstructured":"Teitelman, M., and Eeckman, F. H. (1996), \u201cPrincipal Component Analysis and Large-Scale Correlations in Non-Coding Sequences of Human DNA,\u201d Journal of Computational Biology, 3, 573\u2013576.","journal-title":"Journal of Computational Biology"},{"key":"60100062_CR27","doi-asserted-by":"crossref","first-page":"937","DOI":"10.1016\/S0958-6946(96)00005-2","volume":"6","author":"A. Villar","year":"1996","unstructured":"Villar, A., Garcia, J. A., Iglesias, L., Garcia, M. L., and Otero, A. (1996), \u201cApplication of Principal Component Analysis to the Study of Microbial Populations in Refrigerated Raw Milk From Farms,\u201d International Dairy Journal, 6, 937\u2013945.","journal-title":"International Dairy Journal"},{"key":"60100062_CR28","first-page":"101","volume":"53","author":"C. C. Yu","year":"1998","unstructured":"Yu, C. C., Quinn, J. T., Dufournaud, C. M., Harrington, J. J., Rogers, P. P., and Lohani, B. N. (1998), \u201cEffective Dimensionality of Environmental Indicators: A Principal Component Analysis With Bootstrap Confidence Intervals,\u201d Journal of Environmental Management, 53, 101\u2013119.","journal-title":"Journal of Environmental Management"}],"container-title":["Journal of Agricultural, Biological, and Environmental Statistics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1198\/108571101300325256.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,4,19]],"date-time":"2019-04-19T00:38:33Z","timestamp":1555634313000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1198\/108571101300325256"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2001,3]]},"references-count":28,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2001,3]]}},"alternative-id":["60100062"],"URL":"https:\/\/doi.org\/10.1198\/108571101300325256","relation":{},"ISSN":["1085-7117","1537-2693"],"issn-type":[{"value":"1085-7117","type":"print"},{"value":"1537-2693","type":"electronic"}],"subject":[],"published":{"date-parts":[[2001,3]]}}}