{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,22]],"date-time":"2026-04-22T19:47:09Z","timestamp":1776887229423,"version":"3.51.2"},"publisher-location":"Berlin, Heidelberg","reference-count":27,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783642155338","type":"print"},{"value":"9783642155345","type":"electronic"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2010]]},"DOI":"10.1007\/978-3-642-15534-5_22","type":"book-chapter","created":{"date-parts":[[2010,10,5]],"date-time":"2010-10-05T12:32:17Z","timestamp":1286281937000},"page":"355-372","source":"Crossref","is-referenced-by-count":13,"title":["Using Gaussian Copulas in Supervised Probabilistic Classification"],"prefix":"10.1007","author":[{"given":"Rogelio","family":"Salinas-Guti\u00e9rrez","sequence":"first","affiliation":[]},{"given":"Arturo","family":"Hern\u00e1ndez-Aguirre","sequence":"additional","affiliation":[]},{"given":"Mariano J. J.","family":"Rivera-Meraz","sequence":"additional","affiliation":[]},{"given":"Enrique R.","family":"Villa-Diharce","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"22_CR1","first-page":"649","volume-title":"Compstat 2006 Proceedings in Computational Statistics","author":"T. Bacig\u00e1l","year":"2006","unstructured":"Bacig\u00e1l, T., Komorn\u00edkov\u00e1, M.: Fitting Archimedean copulas to bivariate geodetic data. In: Rizzi, A., Vichi, M. (eds.) Compstat 2006 Proceedings in Computational Statistics, pp. 649\u2013656. Physica-Verlag, Heidelberg (2006)"},{"key":"22_CR2","volume-title":"Pattern Recognition and Machine Learning","author":"C.M. Bishop","year":"2007","unstructured":"Bishop, C.M.: Pattern Recognition and Machine Learning. Springer, Heidelberg (2007)"},{"key":"22_CR3","volume-title":"Proc. European Conference in Computer Vision (ECCV)","author":"A. Blake","year":"2004","unstructured":"Blake, A., Rother, C., Brown, M., Perez, P., Torr, P.: Interactive Image Segmentation using an adaptive GMMRF model. In: Proc. European Conference in Computer Vision (ECCV), Springer, Heidelberg (2004)"},{"key":"22_CR4","doi-asserted-by":"crossref","unstructured":"Brunel, N., Pieczynski, W., Derrode, S.: Copulas in vectorial hidden Markov chains for multicomponent image segmentation. In: Proceedings of the 2005 IEEE International Conference on Acoustics, Speech and Signal Processing, pp. 717\u2013720 (2005)","DOI":"10.1109\/ICASSP.2005.1415505"},{"key":"22_CR5","doi-asserted-by":"crossref","DOI":"10.1002\/9781118673331","volume-title":"Copula Methods in Finance","author":"U. Cherubini","year":"2004","unstructured":"Cherubini, U., Luciano, E., Vecchiato, W.: Copula Methods in Finance. Wiley, Chichester (2004)"},{"issue":"4","key":"22_CR6","doi-asserted-by":"publisher","first-page":"345","DOI":"10.1007\/s10687-006-0006-y","volume":"8","author":"D.J. De-Waal","year":"2005","unstructured":"De-Waal, D.J., Van-Gelder, P.H.A.J.M.: Modelling of extreme wave heights and periods through copulas. Extremes\u00a08(4), 345\u2013356 (2005)","journal-title":"Extremes"},{"issue":"1","key":"22_CR7","doi-asserted-by":"crossref","first-page":"1","DOI":"10.18848\/1835-4432\/CGP\/v01i01\/40614","volume":"1","author":"K. Dowd","year":"2008","unstructured":"Dowd, K.: Copulas in Macroeconomics. Journal of International and Global Economic Studies\u00a01(1), 1\u201326 (2008)","journal-title":"Journal of International and Global Economic Studies"},{"key":"22_CR8","doi-asserted-by":"crossref","unstructured":"Flitti, F., Collet, C., Joannic-Chardin, A.: Unsupervised Multiband Image Segmentation using Hidden Markov Quadtree and Copulas. In: IEEE International Conference on Image Processing (2005)","DOI":"10.1109\/ICIP.2005.1530135"},{"issue":"1","key":"22_CR9","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1080\/10920277.1998.10595667","volume":"2","author":"E.W. Frees","year":"1998","unstructured":"Frees, E.W., Valdez, E.A.: Understanding relationships using copulas. North American Actuarial Journal\u00a02(1), 1\u201325 (1998)","journal-title":"North American Actuarial Journal"},{"issue":"4","key":"22_CR10","doi-asserted-by":"publisher","first-page":"347","DOI":"10.1061\/(ASCE)1084-0699(2007)12:4(347)","volume":"12","author":"C. Genest","year":"2007","unstructured":"Genest, C., Favre, A.C.: Everything You Always Wanted to Know about Copula Modeling but Were Afraid to Ask. Journal of Hydrologic Engineering\u00a012(4), 347\u2013368 (2007)","journal-title":"Journal of Hydrologic Engineering"},{"issue":"2","key":"22_CR11","doi-asserted-by":"publisher","first-page":"174","DOI":"10.1061\/(ASCE)0733-9399(2007)133:2(174)","volume":"133","author":"M. Grigoriu","year":"2007","unstructured":"Grigoriu, M.: Multivariate distributions with specified marginals: Applications to Wind Engineering. Journal of Engineering Mechanics\u00a0133(2), 174\u2013184 (2007)","journal-title":"Journal of Engineering Mechanics"},{"key":"22_CR12","doi-asserted-by":"crossref","DOI":"10.1007\/978-0-387-84858-7","volume-title":"The Elements of Statistical Learning: Data Mining, Inference, and Prediction","author":"T. Hastie","year":"2009","unstructured":"Hastie, T., Tibshirani, R., Friedman, J.: The Elements of Statistical Learning: Data Mining, Inference, and Prediction. Springer, Heidelberg (2009)"},{"key":"22_CR13","first-page":"606","volume-title":"Proceedings of the 29th Annual Conference of the Gesellschaft f\u00fcr Klassifikation e.V.","author":"K. Jajuga","year":"2005","unstructured":"Jajuga, K., Papla, D.: Copula Functions in Model Based Clustering. In: Proceedings of the 29th Annual Conference of the Gesellschaft f\u00fcr Klassifikation e.V., pp. 606\u2013613. Springer, Heidelberg (2005)"},{"key":"22_CR14","doi-asserted-by":"crossref","DOI":"10.1201\/b13150","volume-title":"Multivariate models and dependence concepts","author":"H. Joe","year":"1997","unstructured":"Joe, H.: Multivariate models and dependence concepts. Chapman and Hall, London (1997)"},{"key":"22_CR15","unstructured":"Mackay, D.J.C.: Information Theory, Inference, and Learning Algorithms, Cambridge (2008)"},{"key":"22_CR16","doi-asserted-by":"crossref","unstructured":"Mercier, G., Bouchemakh, L., Smara, Y.: The Use of Multidimensional Copulas to Describe Amplitude Distribution of Polarimetric SAR Data. In: IGARSS (2007)","DOI":"10.1109\/IGARSS.2007.4423284"},{"key":"22_CR17","unstructured":"Monjardin, P.E.: An\u00e1lisis de dependencia en tiempo de falla. Master\u2019s thesis, Centro de Investigaci\u00f3n en Matem\u00e1ticas. Guanajuato, M\u00e9xico (2007) (in Spanish)"},{"key":"22_CR18","volume-title":"An Introduction to Copulas","author":"R.B. Nelsen","year":"2006","unstructured":"Nelsen, R.B.: An Introduction to Copulas. Springer, Heidelberg (2006)"},{"key":"22_CR19","doi-asserted-by":"crossref","unstructured":"Sakji-Nsibi, S., Benazza-Benyahia, A.: Multivariate indexing of multichannel images based on the copula theory. In: IPTA 2008 (2008)","DOI":"10.1109\/IPTA.2008.4743753"},{"key":"22_CR20","doi-asserted-by":"publisher","first-page":"658","DOI":"10.1007\/978-3-642-05258-3_58","volume-title":"MICAI 2009: Advances in Artificial Intelligence","author":"R. Salinas-Guti\u00e9rrez","year":"2009","unstructured":"Salinas-Guti\u00e9rrez, R., Hern\u00e1ndez-Aguirre, A., Villa-Diharce, E.R.: Using Copulas in Estimation of Distribution Algorithms. In: MICAI 2009: Advances in Artificial Intelligence, pp. 658\u2013668. Springer, Heidelberg (2009)"},{"key":"22_CR21","doi-asserted-by":"crossref","unstructured":"Salinas-Guti\u00e9rrez, R., Hern\u00e1ndez-Aguirre, A., Villa-Diharce, E.R.: D-vine EDA: a new Estimation of Distribution Algorithm based on Regular Vines. In: Genetic and Evolutionary Conference, GECCO 2010 (2010) (accepted for publication)","DOI":"10.1145\/1830483.1830550"},{"issue":"5","key":"22_CR22","doi-asserted-by":"publisher","first-page":"761","DOI":"10.5194\/npg-15-761-2008","volume":"15","author":"C. Sch\u00f6lzel","year":"2008","unstructured":"Sch\u00f6lzel, C., Friederichs, P.: Multivariate non-normally distributed random variables in climate research \u2013 introduction to the copula approach. Nonlinear Processes in Geophysics\u00a015(5), 761\u2013772 (2008)","journal-title":"Nonlinear Processes in Geophysics"},{"key":"22_CR23","unstructured":"Sklar, A.: Fonctions de r\u00e9partition \u00e0 n dimensions et leurs marges. Publications de l\u2019Institut de Statistique de l\u2019Universit\u00e9 de Paris 8, 229\u2013231 (1959)"},{"key":"22_CR24","doi-asserted-by":"crossref","unstructured":"Stitou, Y., Lasmar, N., Berthoumieu, Y.: Copulas based multivariate gamma modeling for texture classification. In: Proceedings of the 2009 IEEE International Conference on Acoustics, Speech and Signal Processing, pp. 1045\u20131048 (2009)","DOI":"10.1109\/ICASSP.2009.4959766"},{"key":"22_CR25","doi-asserted-by":"crossref","unstructured":"Trivedi, P.K., Zimmer, D.M.: Copula Modeling: An Introduction for Practitioners. Foundations and Trends $^\\textrm{\\textregistered}$ in Econometrics Now Publishers, vol.\u00a01 (2007)","DOI":"10.1561\/0800000005"},{"issue":"1","key":"22_CR26","first-page":"103","volume":"1","author":"G. Venter","year":"2007","unstructured":"Venter, G., Barnett, J., Kreps, R., Major, J.: Multivariate Copulas for Financial Modeling. Variance\u00a01(1), 103\u2013119 (2007)","journal-title":"Variance"},{"key":"22_CR27","unstructured":"Image and Video Editing, http:\/\/research.microsoft.com\/en-us\/um\/cambridge\/projects\/visionimagevideoediting\/segmentation\/grabcut.htm"}],"container-title":["Studies in Computational Intelligence","Soft Computing for Intelligent Control and Mobile Robotics"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-15534-5_22.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,11,24]],"date-time":"2020-11-24T03:09:42Z","timestamp":1606187382000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-15534-5_22"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010]]},"ISBN":["9783642155338","9783642155345"],"references-count":27,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-15534-5_22","relation":{},"ISSN":["1860-949X","1860-9503"],"issn-type":[{"value":"1860-949X","type":"print"},{"value":"1860-9503","type":"electronic"}],"subject":[],"published":{"date-parts":[[2010]]}}}