{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,10]],"date-time":"2025-04-10T04:09:22Z","timestamp":1744258162559,"version":"3.40.4"},"publisher-location":"Berlin, Heidelberg","reference-count":24,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642334085"},{"type":"electronic","value":"9783642334092"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2012]]},"DOI":"10.1007\/978-3-642-33409-2_35","type":"book-chapter","created":{"date-parts":[[2012,9,21]],"date-time":"2012-09-21T20:03:58Z","timestamp":1348257838000},"page":"337-346","source":"Crossref","is-referenced-by-count":0,"title":["A Spatially-Constrained Normalized Gamma Process for Data Clustering"],"prefix":"10.1007","author":[{"given":"Sotirios P.","family":"Chatzis","sequence":"first","affiliation":[]},{"given":"Dimitrios","family":"Korkinof","sequence":"additional","affiliation":[]},{"given":"Yiannis","family":"Demiris","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"issue":"3","key":"35_CR1","doi-asserted-by":"publisher","first-page":"485","DOI":"10.1111\/1467-9868.00190","volume":"61","author":"S. Walker","year":"1999","unstructured":"Walker, S., Damien, P., Laud, P., Smith, A.: Bayesian nonparametric inference for random distributions and related functions. J. Roy. Statist. Soc. B\u00a061(3), 485\u2013527 (1999)","journal-title":"J. Roy. Statist. Soc. B"},{"key":"35_CR2","doi-asserted-by":"crossref","first-page":"249","DOI":"10.1080\/10618600.2000.10474879","volume":"9","author":"R. Neal","year":"2000","unstructured":"Neal, R.: Markov chain sampling methods for Dirichlet process mixture models. J. Comput. Graph. Statist.\u00a09, 249\u2013265 (2000)","journal-title":"J. Comput. Graph. Statist."},{"issue":"1","key":"35_CR3","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1214\/088342304000000017","volume":"19","author":"P. Muller","year":"2004","unstructured":"Muller, P., Quintana, F.: Nonparametric Bayesian data analysis. Statist. Sci.\u00a019(1), 95\u2013110 (2004)","journal-title":"Statist. Sci."},{"issue":"6","key":"35_CR4","doi-asserted-by":"publisher","first-page":"1152","DOI":"10.1214\/aos\/1176342871","volume":"2","author":"C. Antoniak","year":"1974","unstructured":"Antoniak, C.: Mixtures of Dirichlet processes with applications to Bayesian nonparametric problems. The Annals of Statistics\u00a02(6), 1152\u20131174 (1974)","journal-title":"The Annals of Statistics"},{"key":"35_CR5","doi-asserted-by":"crossref","unstructured":"Blei, D., Jordan, M.: Variational methods for the Dirichlet process. In: 21st Int. Conf. Machine Learning, New York, NY, USA, pp. 12\u201319 (July 2004)","DOI":"10.1145\/1015330.1015439"},{"key":"35_CR6","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1007\/s11263-007-0061-0","volume":"77","author":"P. Orbanz","year":"2008","unstructured":"Orbanz, P., Buhmann, J.: Nonparametric Bayes image segmentation. International Journal of Computer Vision\u00a077, 25\u201345 (2008)","journal-title":"International Journal of Computer Vision"},{"issue":"1","key":"35_CR7","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1109\/83.210863","volume":"2","author":"J. Zhang","year":"1993","unstructured":"Zhang, J.: The mean field theory in EM procedures for Markov random fields. IEEE Transactions on Image Processing\u00a02(1), 27\u201340 (1993)","journal-title":"IEEE Transactions on Image Processing"},{"issue":"1","key":"35_CR8","doi-asserted-by":"publisher","first-page":"131","DOI":"10.1016\/S0031-3203(02)00027-4","volume":"36","author":"G. Celeux","year":"2003","unstructured":"Celeux, G., Forbes, F., Peyrard, N.: EM procedures using mean field-like approximations for Markov model-based image segmentation. Pattern Recognition\u00a036(1), 131\u2013144 (2003)","journal-title":"Pattern Recognition"},{"key":"35_CR9","doi-asserted-by":"crossref","unstructured":"Chatzis, S.P., Tsechpenakis, G.: The infinite hidden Markov random field model. In: Proc. 12th International IEEE Conference on Computer Vision (ICCV), Kyoto, Japan, pp. 654\u2013661 (September 2009)","DOI":"10.1109\/ICCV.2009.5459177"},{"issue":"6","key":"35_CR10","doi-asserted-by":"publisher","first-page":"1004","DOI":"10.1109\/TNN.2010.2046910","volume":"21","author":"S.P. Chatzis","year":"2010","unstructured":"Chatzis, S.P., Tsechpenakis, G.: The infinite hidden Markov random field model. IEEE Transactions on Neural Networks\u00a021(6), 1004\u20131014 (2010)","journal-title":"IEEE Transactions on Neural Networks"},{"key":"35_CR11","doi-asserted-by":"publisher","first-page":"209","DOI":"10.1214\/aos\/1176342360","volume":"1","author":"T. Ferguson","year":"1973","unstructured":"Ferguson, T.: A Bayesian analysis of some nonparametric problems. The Annals of Statistics\u00a01, 209\u2013230 (1973)","journal-title":"The Annals of Statistics"},{"issue":"2","key":"35_CR12","doi-asserted-by":"publisher","first-page":"353","DOI":"10.1214\/aos\/1176342372","volume":"1","author":"D. Blackwell","year":"1973","unstructured":"Blackwell, D., MacQueen, J.: Ferguson distributions via P\u00f3lya urn schemes. The Annals of Statistics\u00a01(2), 353\u2013355 (1973)","journal-title":"The Annals of Statistics"},{"key":"35_CR13","doi-asserted-by":"publisher","first-page":"76","DOI":"10.1080\/01621459.1987.10478393","volume":"82","author":"J. Maroquin","year":"1987","unstructured":"Maroquin, J., Mitte, S., Poggio, T.: Probabilistic solution of ill-posed problems in computational vision. Journal of the American Statistical Assocation\u00a082, 76\u201389 (1987)","journal-title":"Journal of the American Statistical Assocation"},{"key":"35_CR14","doi-asserted-by":"publisher","first-page":"721","DOI":"10.1109\/TPAMI.1984.4767596","volume":"6","author":"S. Geman","year":"1984","unstructured":"Geman, S., Geman, D.: Stochastic relaxation, Gibbs distributions and the Bayesian restoration of images. IEEE Transactions on Pattern Analysis and Machine Intelligence\u00a06, 721\u2013741 (1984)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"key":"35_CR15","volume-title":"Disorder in Physical Systems. A volume in Honour of John M. Hammersley on the Occasion of His 70th Birthday","author":"P. Clifford","year":"1990","unstructured":"Clifford, P.: Markov random fields in statistics. In: Grimmett, G., Welsh, D. (eds.) Disorder in Physical Systems. A volume in Honour of John M. Hammersley on the Occasion of His 70th Birthday. Oxford Science Publication, Clarendon Press, Oxford (1990)"},{"issue":"5","key":"35_CR16","doi-asserted-by":"publisher","first-page":"1351","DOI":"10.1109\/TFUZZ.2008.2005008","volume":"16","author":"S.P. Chatzis","year":"2008","unstructured":"Chatzis, S.P., Varvarigou, T.A.: A fuzzy clustering approach toward hidden Markov random field models for enhanced spatially constrained image segmentation. IEEE Transactions on Fuzzy Systems\u00a016(5), 1351\u20131361 (2008)","journal-title":"IEEE Transactions on Fuzzy Systems"},{"key":"35_CR17","doi-asserted-by":"publisher","first-page":"407","DOI":"10.1098\/rsta.1991.0132","volume":"337","author":"W. Qian","year":"1991","unstructured":"Qian, W., Titterington, D.: Estimation of parameters in hidden Markov models. Philosophical Transactions of the Royal Society of London A\u00a0337, 407\u2013428 (1991)","journal-title":"Philosophical Transactions of the Royal Society of London A"},{"issue":"1","key":"35_CR18","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1214\/06-BA104","volume":"1","author":"D.M. Blei","year":"2006","unstructured":"Blei, D.M., Jordan, M.I.: Variational inference for Dirichlet process mixtures. Bayesian Analysis\u00a01(1), 121\u2013144 (2006)","journal-title":"Bayesian Analysis"},{"key":"35_CR19","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1007\/978-94-011-5014-9_5","volume-title":"Learning in Graphical Models","author":"M. Jordan","year":"1998","unstructured":"Jordan, M., Ghahramani, Z., Jaakkola, T., Saul, L.: An introduction to variational methods for graphical models. In: Jordan, M. (ed.) Learning in Graphical Models, pp. 105\u2013162. Kluwer, Dordrecht (1998)"},{"key":"35_CR20","doi-asserted-by":"crossref","unstructured":"Martin, D., Fowlkes, C., Tal, D., Malik, J.: A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics. In: Proc. 8th Int\u2019l Conf. Computer Vision, Vancouver, Canada, pp. 416\u2013423 (July 2001)","DOI":"10.1109\/ICCV.2001.937655"},{"key":"35_CR21","doi-asserted-by":"crossref","unstructured":"Unnikrishnan, R., Pantofaru, C., Hebert, M.: A measure for objective evaluation of image segmentation algorithms. In: Proc. IEEE Conf. Computer Vision and Pattern Recognition, San Diego, CA, USA, pp. 34\u201341 (June 2005)","DOI":"10.1109\/CVPR.2005.390"},{"key":"35_CR22","doi-asserted-by":"crossref","unstructured":"Mori, G.: Guiding model search using segmentation. In: Proc. 10th IEEE Int. Conf. on Computer Vision, ICCV (2005)","DOI":"10.1109\/ICCV.2005.112"},{"key":"35_CR23","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1007\/3-540-47977-5_17","volume-title":"Computer Vision - ECCV 2002","author":"M. Varma","year":"2002","unstructured":"Varma, M., Zisserman, A.: Classifying Images of Materials: Achieving Viewpoint and Illumination Independence. In: Heyden, A., Sparr, G., Nielsen, M., Johansen, P. (eds.) ECCV 2002, Part III. LNCS, vol.\u00a02352, pp. 255\u2013271. Springer, Heidelberg (2002)"},{"issue":"4","key":"35_CR24","doi-asserted-by":"publisher","first-page":"1121","DOI":"10.1109\/TIP.2007.891771","volume":"16","author":"C. Nikou","year":"2007","unstructured":"Nikou, C., Galatsanos, N., Likas, A.: A class-adaptive spatially variant mixture model for image segmentation. IEEE Transactions on Image Processing\u00a016(4), 1121\u20131130 (2007)","journal-title":"IEEE Transactions on Image Processing"}],"container-title":["IFIP Advances in Information and Communication Technology","Artificial Intelligence Applications and Innovations"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-33409-2_35.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,9]],"date-time":"2025-04-09T05:36:23Z","timestamp":1744176983000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-642-33409-2_35"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012]]},"ISBN":["9783642334085","9783642334092"],"references-count":24,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-33409-2_35","relation":{},"ISSN":["1868-4238","1861-2288"],"issn-type":[{"type":"print","value":"1868-4238"},{"type":"electronic","value":"1861-2288"}],"subject":[],"published":{"date-parts":[[2012]]}}}