{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,3]],"date-time":"2025-12-03T17:40:47Z","timestamp":1764783647664,"version":"3.40.4"},"publisher-location":"Berlin, Heidelberg","reference-count":26,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783662448441"},{"type":"electronic","value":"9783662448458"}],"license":[{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2014]]},"DOI":"10.1007\/978-3-662-44845-8_2","type":"book-chapter","created":{"date-parts":[[2014,9,1]],"date-time":"2014-09-01T12:51:33Z","timestamp":1409575893000},"page":"19-34","source":"Crossref","is-referenced-by-count":15,"title":["Clustering via Mode Seeking by Direct Estimation of the Gradient of a Log-Density"],"prefix":"10.1007","author":[{"given":"Hiroaki","family":"Sasaki","sequence":"first","affiliation":[]},{"given":"Aapo","family":"Hyv\u00e4rinen","sequence":"additional","affiliation":[]},{"given":"Masashi","family":"Sugiyama","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"issue":"5","key":"2_CR1","doi-asserted-by":"publisher","first-page":"898","DOI":"10.1109\/TPAMI.2010.161","volume":"33","author":"P. Arbelaez","year":"2011","unstructured":"Arbelaez, P., Maire, M., Fowlkes, C., Malik, J.: Contour detection and hierarchical image segmentation. IEEE Transactions on Pattern Analysis and Machine Intelligence\u00a033(5), 898\u2013916 (2011)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"issue":"3","key":"2_CR2","doi-asserted-by":"publisher","first-page":"549","DOI":"10.1093\/biomet\/85.3.549","volume":"85","author":"A. Basu","year":"1998","unstructured":"Basu, A., Harris, I.R., Hjort, N.L., Jones, M.C.: Robust and efficient estimation by minimising a density power divergence. Biometrika\u00a085(3), 549\u2013559 (1998)","journal-title":"Biometrika"},{"issue":"3","key":"2_CR3","doi-asserted-by":"publisher","first-page":"200","DOI":"10.1016\/0041-5553(67)90040-7","volume":"7","author":"L.M. Bregman","year":"1967","unstructured":"Bregman, L.M.: The relaxation method of finding the common point of convex sets and its application to the solution of problems in convex programming. USSR Computational Mathematics and Mathematical Physics\u00a07(3), 200\u2013217 (1967)","journal-title":"USSR Computational Mathematics and Mathematical Physics"},{"doi-asserted-by":"crossref","unstructured":"Carreira-Perpi\u00f1\u00e1n, M.\u00c1.: Fast nonparametric clustering with gaussian blurring mean-shift. In: ICML 2006, pp. 153\u2013160. ACM (2006)","key":"2_CR4","DOI":"10.1145\/1143844.1143864"},{"issue":"5","key":"2_CR5","doi-asserted-by":"publisher","first-page":"767","DOI":"10.1109\/TPAMI.2007.1057","volume":"29","author":"M.\u00c1. Carreira-Perpi\u00f1\u00e1n","year":"2007","unstructured":"Carreira-Perpi\u00f1\u00e1n, M.\u00c1.: Gaussian mean-shift is an EM algorithm. IEEE Transactions on Pattern Analysis and Machine Intelligence\u00a029(5), 767\u2013776 (2007)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"issue":"8","key":"2_CR6","doi-asserted-by":"publisher","first-page":"790","DOI":"10.1109\/34.400568","volume":"17","author":"Y. Cheng","year":"1995","unstructured":"Cheng, Y.: Mean shift, mode seeking, and clustering. IEEE Transactions on Pattern Analysis and Machine Intelligence\u00a017(8), 790\u2013799 (1995)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"doi-asserted-by":"crossref","unstructured":"Collins, R.T.: Mean-shift blob tracking through scale space. In: CVPR 2003, vol.\u00a02, pp. 234\u2013240. IEEE (2003)","key":"2_CR7","DOI":"10.1109\/CVPR.2003.1211475"},{"issue":"5","key":"2_CR8","doi-asserted-by":"publisher","first-page":"603","DOI":"10.1109\/34.1000236","volume":"24","author":"D. Comaniciu","year":"2002","unstructured":"Comaniciu, D., Meer, P.: Mean shift: A robust approach toward feature space analysis. IEEE Transactions on Pattern Analysis and Machine Intelligence\u00a024(5), 603\u2013619 (2002)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"doi-asserted-by":"crossref","unstructured":"Comaniciu, D., Ramesh, V., Meer, P.: Real-time tracking of non-rigid objects using mean shift. In: CVPR 2000, vol.\u00a02, pp. 142\u2013149. IEEE (2000)","key":"2_CR9","DOI":"10.1109\/CVPR.2000.854761"},{"doi-asserted-by":"crossref","unstructured":"Evgeniou, T., Pontil, M.: Regularized multi-task learning. In: Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD 2004), pp. 109\u2013117. ACM (2004)","key":"2_CR10","DOI":"10.1145\/1014052.1014067"},{"issue":"1","key":"2_CR11","doi-asserted-by":"publisher","first-page":"32","DOI":"10.1109\/TIT.1975.1055330","volume":"21","author":"K. Fukunaga","year":"1975","unstructured":"Fukunaga, K., Hostetler, L.: The estimation of the gradient of a density function, with applications in pattern recognition. IEEE Transactions on Information Theory\u00a021(1), 32\u201340 (1975)","journal-title":"IEEE Transactions on Information Theory"},{"key":"2_CR12","first-page":"1391","volume":"5","author":"T. Hastie","year":"2004","unstructured":"Hastie, T., Rosset, S., Tibshirani, R., Zhu, J.: The entire regularization path for the support vector machine. Journal of Machine Learning Research\u00a05, 1391\u20131415 (2004)","journal-title":"Journal of Machine Learning Research"},{"issue":"1","key":"2_CR13","doi-asserted-by":"publisher","first-page":"193","DOI":"10.1007\/BF01908075","volume":"2","author":"L. Hubert","year":"1985","unstructured":"Hubert, L., Arabie, P.: Comparing partitions. Journal of Classification\u00a02(1), 193\u2013218 (1985)","journal-title":"Journal of Classification"},{"key":"2_CR14","first-page":"695","volume":"6","author":"A. Hyv\u00e4rinen","year":"2005","unstructured":"Hyv\u00e4rinen, A.: Estimation of non-normalized statistical models by score matching. Journal of Machine Learning Research\u00a06, 695\u2013709 (2005)","journal-title":"Journal of Machine Learning Research"},{"issue":"5","key":"2_CR15","doi-asserted-by":"publisher","first-page":"2499","DOI":"10.1016\/j.csda.2006.09.003","volume":"51","author":"A. Hyv\u00e4rinen","year":"2007","unstructured":"Hyv\u00e4rinen, A.: Some extensions of score matching. Computational Statistics & Data Analysis\u00a051(5), 2499\u20132512 (2007)","journal-title":"Computational Statistics & Data Analysis"},{"issue":"3","key":"2_CR16","doi-asserted-by":"publisher","first-page":"431","DOI":"10.1007\/s10994-012-5323-6","volume":"90","author":"T. Kanamori","year":"2013","unstructured":"Kanamori, T., Suzuki, T., Sugiyama, M.: Computational complexity of kernel-based density-ratio estimation: A condition number analysis. Machine Learning\u00a090(3), 431\u2013460 (2013)","journal-title":"Machine Learning"},{"key":"2_CR17","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1214\/aoms\/1177729694","volume":"22","author":"S. Kullback","year":"1951","unstructured":"Kullback, S., Leibler, R.A.: On information and sufficiency. The Annals of Mathematical Statistics\u00a022, 79\u201386 (1951)","journal-title":"The Annals of Mathematical Statistics"},{"key":"2_CR18","first-page":"281","volume-title":"Proceedings of the 5th Berkeley Symposium on Mathematical Statistics and Probability","author":"J.B. MacQueen","year":"1967","unstructured":"MacQueen, J.B.: Some methods for classification and analysis of multivariate observations. In: Proceedings of the 5th Berkeley Symposium on Mathematical Statistics and Probability, vol.\u00a01, pp. 281\u2013297. University of California Press, Berkeley (1967)"},{"key":"2_CR19","first-page":"849","volume-title":"NIPS","author":"A.Y. Ng","year":"2002","unstructured":"Ng, A.Y., Jordan, M.I., Weiss, Y.: On spectral clustering: Analysis and an algorithm. In: Dietterich, T.G., Becker, S., Ghahramani, Z. (eds.) NIPS, pp. 849\u2013856. MIT Press, Cambridge (2002)"},{"issue":"8","key":"2_CR20","doi-asserted-by":"publisher","first-page":"888","DOI":"10.1109\/34.868688","volume":"22","author":"J. Shi","year":"2000","unstructured":"Shi, J., Malik, J.: Normalized cuts and image segmentation. IEEE Transactions on Pattern Analysis and Machine Intelligence\u00a022(8), 888\u2013905 (2000)","journal-title":"IEEE Transactions on Pattern Analysis and Machine Intelligence"},{"unstructured":"Sriperumbudur, B., Fukumizu, K., Gretton, A., Hyv\u00e4rinen, A.: Density estimation in infinite dimensional exponential families. arXiv preprint arXiv:1312.3516 (2013)","key":"2_CR21"},{"issue":"1","key":"2_CR22","doi-asserted-by":"publisher","first-page":"84","DOI":"10.1162\/NECO_a_00534","volume":"26","author":"M. Sugiyama","year":"2014","unstructured":"Sugiyama, M., Niu, G., Yamada, M., Kimura, M., Hachiya, H.: Information-maximization clustering based on squared-loss mutual information. Neural Computation\u00a026(1), 84\u2013131 (2014)","journal-title":"Neural Computation"},{"issue":"5","key":"2_CR23","doi-asserted-by":"publisher","first-page":"1009","DOI":"10.1007\/s10463-011-0343-8","volume":"64","author":"M. Sugiyama","year":"2012","unstructured":"Sugiyama, M., Suzuki, T., Kanamori, T.: Density ratio matching under the Bregman divergence: A unified framework of density ratio estimation. Annals of the Institute of Statistical Mathematics\u00a064(5), 1009\u20131044 (2012)","journal-title":"Annals of the Institute of Statistical Mathematics"},{"issue":"5","key":"2_CR24","doi-asserted-by":"publisher","first-page":"1382","DOI":"10.1109\/TSMCB.2007.902249","volume":"37","author":"W. Tao","year":"2007","unstructured":"Tao, W., Jin, H., Zhang, Y.: Color image segmentation based on mean shift and normalized cuts. IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics\u00a037(5), 1382\u20131389 (2007)","journal-title":"IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics"},{"issue":"1","key":"2_CR25","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1111\/j.2517-6161.1996.tb02080.x","volume":"58","author":"R. Tibshirani","year":"1996","unstructured":"Tibshirani, R.: Regression shrinkage and subset selection with the lasso. Journal of the Royal Statistical Society, Series B\u00a058(1), 267\u2013288 (1996)","journal-title":"Journal of the Royal Statistical Society, Series B"},{"key":"2_CR26","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"238","DOI":"10.1007\/978-3-540-24671-8_19","volume-title":"Computer Vision - ECCV 2004","author":"J. Wang","year":"2004","unstructured":"Wang, J., Thiesson, B., Xu, Y., Cohen, M.: Image and video segmentation by anisotropic kernel mean shift. In: Pajdla, T., Matas, J(G.) (eds.) ECCV 2004. LNCS, vol.\u00a03022, pp. 238\u2013249. Springer, Heidelberg (2004)"}],"container-title":["Lecture Notes in Computer Science","Machine Learning and Knowledge Discovery in Databases"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-662-44845-8_2","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,4]],"date-time":"2025-05-04T12:22:28Z","timestamp":1746361348000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-662-44845-8_2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014]]},"ISBN":["9783662448441","9783662448458"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-662-44845-8_2","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2014]]}}}