{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,13]],"date-time":"2025-11-13T01:28:54Z","timestamp":1762997334506},"reference-count":46,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2014,9,24]],"date-time":"2014-09-24T00:00:00Z","timestamp":1411516800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimedia Systems"],"published-print":{"date-parts":[[2017,2]]},"DOI":"10.1007\/s00530-014-0419-4","type":"journal-article","created":{"date-parts":[[2014,9,23]],"date-time":"2014-09-23T23:48:30Z","timestamp":1411516110000},"page":"41-52","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":31,"title":["Graph-based clustering and ranking for diversified image search"],"prefix":"10.1007","volume":"23","author":[{"given":"Yan","family":"Yan","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gaowen","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sen","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jian","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kai","family":"Zheng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2014,9,24]]},"reference":[{"key":"419_CR1","doi-asserted-by":"crossref","unstructured":"Agrawal, R., Gollapudi, S., Halverson, A., Ieong, S.: Diversifying search results. In: Proceedings of the Second ACM International Conference on Web Search and Data Mining, pp. 784\u2013791 (2009)","DOI":"10.1145\/1498759.1498766"},{"key":"419_CR2","first-page":"1107","volume":"3","author":"K Barnard","year":"2003","unstructured":"Barnard, K., Duygulu, P., Forsyth, D., de Freitas, N., Blei, D.M., Jordan, M.I.: Matching words and pictures. J. Mach. Learn. Res. 3, 1107\u20131135 (2003)","journal-title":"J. Mach. Learn. Res."},{"key":"419_CR3","doi-asserted-by":"crossref","unstructured":"Berg, T.L., Forsyth, D.A.: Animals on the web. In: Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR)","DOI":"10.1109\/CVPR.2006.57"},{"key":"419_CR4","doi-asserted-by":"crossref","unstructured":"Blei, D.M., Jordan, M.I.: Modeling annotated data. In: Proceedings of the Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), pp. 127\u2013134 (2003)","DOI":"10.1145\/860435.860460"},{"key":"419_CR5","first-page":"993","volume":"3","author":"DM Blei","year":"2003","unstructured":"Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent dirichlet allocation. J. Mach. Learn. Res. 3, 993\u20131022 (2003)","journal-title":"J. Mach. Learn. Res."},{"issue":"3","key":"419_CR6","doi-asserted-by":"crossref","first-page":"105","DOI":"10.1016\/0306-4573(82)90033-4","volume":"18","author":"B Boyce","year":"1982","unstructured":"Boyce, B.: Beyond topicality: a two stage view of relevance and the retrieval process. Info. Process. Manag. 18(3), 105\u2013109 (1982)","journal-title":"Info. Process. Manag."},{"key":"419_CR7","doi-asserted-by":"crossref","unstructured":"Cai, D., He, X., Li, Z., Ma, W.Y., Wen, J.R.: Hierarchical clustering of www image search results using visual, textual and link information. In: Proceedings of the 13th Annual ACM International Conference on Multimedia (ACM MM), pp. 952\u2013959 (2004)","DOI":"10.1145\/1027527.1027747"},{"key":"419_CR8","doi-asserted-by":"crossref","unstructured":"Chang, X., Shen, H., Wang, S., Liu, J., Li, X.: Semi-supervised feature analysis for multimedia annotation by mining label correlation. In: Advances in knowledge discovery and data mining, pp. 74\u201385. Springer, Berlin (2014)","DOI":"10.1007\/978-3-319-06605-9_7"},{"key":"419_CR9","doi-asserted-by":"crossref","unstructured":"Clarke, C.L., Kolla, M., Cormack, G.V., Vechtomova, O., Ashkan, A., Bttcher, S., MacKinnon, I.: Novelty and diversity in information retrieval evaluation. In: Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), pp. 659\u2013666 (2008)","DOI":"10.1145\/1390334.1390446"},{"issue":"4","key":"419_CR10","doi-asserted-by":"crossref","first-page":"408","DOI":"10.1109\/TKDE.2004.1269666","volume":"16","author":"TA Coelho","year":"2004","unstructured":"Coelho, T.A., Calado, P.P., Souza, L.V., Ribeiro-Neto, B., Muntz, R.: Image retrieval using multiple evidence ranking. IEEE Trans. Knowl. Data Eng. 16(4), 408\u2013417 (2004)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"419_CR11","unstructured":"Datta, R., Joshi, D., Li, J., Wang, J.Z.: Image retrieval: Ideas, influences, and trends of the new age. ACM Computing Surveys."},{"key":"419_CR12","unstructured":"Deschacht, K., Moens, M.F.: Text analysis for automatic image annotation. In: Proceedings of the 45th Annual Meeting of the Association for Computational Linguistics (ACL), pp. 1000\u20131007 (2007)"},{"key":"419_CR13","doi-asserted-by":"crossref","unstructured":"Dhillon, I.S.: Co-clustering documents and words using bipartite spectral graph partitioning. In: Proceedings of the Seventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (SIGKDD), pp. 269\u2013274 (2001)","DOI":"10.1145\/502512.502550"},{"key":"419_CR14","doi-asserted-by":"crossref","unstructured":"Ding, H., Liu, J., Lu, H.: Hierarchical clustering-based navigation of image search results. In: Proceedings of the 16th Annual ACM International Conference on Multimedia (ACM MM), pp. 741\u2013744 (2008)","DOI":"10.1145\/1459359.1459474"},{"key":"419_CR15","doi-asserted-by":"crossref","unstructured":"Goffman, W.: A searching procedure for information retrieval. Info. Storage Retr. 2, 73\u201378","DOI":"10.1016\/0020-0271(64)90006-3"},{"key":"419_CR16","doi-asserted-by":"publisher","unstructured":"Han, Y., Wei, X., Cao, X., Yang, Y., Zhou, X.: Augmenting image descriptions using structured prediction output. IEEE Trans. Multimed.\u00a0doi: 10.1109\/TMM.2014.2321530","DOI":"10.1109\/TMM.2014.2321530"},{"key":"419_CR17","doi-asserted-by":"crossref","unstructured":"Han, Y., Wu, F., Lu, X., Tian, Q., Zhuang, Y., Luo, J.: Correlated attribute transfer with multi-task graph-guided fusion. In: Proceedings of the 20th ACM International Conference on Multimedia, pp. 529\u2013538. ACM Press, New York (2012)","DOI":"10.1145\/2393347.2393422"},{"issue":"6","key":"419_CR18","doi-asserted-by":"crossref","first-page":"3066","DOI":"10.1109\/TIP.2012.2183880","volume":"21","author":"Y Han","year":"2012","unstructured":"Han, Y., Wu, F., Tian, Q., Zhuang, Y.: Image annotation by input-output structural grouping sparsity. IEEE Trans. Image Process. 21(6), 3066\u20133079 (2012)","journal-title":"IEEE Trans. Image Process."},{"issue":"4","key":"419_CR19","doi-asserted-by":"crossref","first-page":"1115","DOI":"10.1109\/TMM.2014.2306092","volume":"16","author":"Y Han","year":"2014","unstructured":"Han, Y., Yang, Y., Ma, Z., Shen, H., Sebe, N., Zhou, X.: Image attribute adaptation. IEEE Trans. Multimed. 16(4), 1115\u20131126 (2014)","journal-title":"IEEE Trans. Multimed."},{"key":"419_CR20","doi-asserted-by":"publisher","unstructured":"Han, Y., Yang, Y., Yan, Y., Ma, Z., Sebe, N., Zhou, X.: Semisupervised feature selection via spline regression for video semantic recognition. IEEE Trans. Neural Netw. Learn. Syst.\u00a0doi: 10.1109\/TNNLS.2014.2314123","DOI":"10.1109\/TNNLS.2014.2314123"},{"key":"419_CR21","doi-asserted-by":"crossref","unstructured":"Hu, Y., Yu, N., Li, Z., Li, M.: Image search result clustering and re-ranking via partial grouping. In: Proceedings of the 2007 IEEE International Conference on Multimedia and Expo (ICME)","DOI":"10.1109\/ICME.2007.4284722"},{"key":"419_CR22","doi-asserted-by":"crossref","unstructured":"Jing, F., Wang, C., Yao, Y., Deng, K., Zhang, L., Ma, W.Y.: Igroup: a web image search engine with semantic clustering of search results. In: Proceedings of the 14th Annual ACM International Conference on Multimedia (ACM MM), pp. 377\u2013384 (2006)","DOI":"10.1145\/1180639.1180743"},{"key":"419_CR23","doi-asserted-by":"crossref","unstructured":"Li, H., Tang, J., Li, G., Chua, T.S.: Word2image: Towards visual interpretation of words. In: Proceedings of the 16th Annual ACM International Conference on Multimedia (ACM MM), pp. 813\u2013816 (2008)","DOI":"10.1145\/1459359.1459494"},{"key":"419_CR24","unstructured":"Liu, T.Y., Ma, W.Y.: Webpage importance analysis using conditional markov random walk. In: Proceedings of the 2005 IEEE\/WIC\/ACM International Conference on Web Intelligence, pp. 515\u2013521 (2005)"},{"key":"419_CR25","unstructured":"Long, B., Zhang, M.Z., Yu, P.S., Xu, T.: Clustering on complex graphs. In: Proceedings of the Twenty-Third AAAI Conference on Artificial Intelligence (AAAI), pp. 659\u2013664 (2008)"},{"issue":"1\u20132","key":"419_CR26","doi-asserted-by":"crossref","first-page":"60","DOI":"10.1007\/s11263-014-0717-5","volume":"109","author":"Z Ma","year":"2014","unstructured":"Ma, Z., Yang, Y., Nie, F., Sebe, N., Yan, S., Hauptmann, A.G.: Harnessing lab knowledge for real-world action recognition. Int. J. Comput. Vis. 109(1\u20132), 60\u201373 (2014)","journal-title":"Int. J. Comput. Vis."},{"key":"419_CR27","doi-asserted-by":"crossref","unstructured":"Ma, Z., Yang, Y., Sebe, N., Hauptmann, A.G.: Knowledge adaptation with partially shared features for event detection using few exemplars. IEEE Trans.Pattern Anal. Mach. Intell. 36(9),\u00a01789\u20131802\u00a0(2014)","DOI":"10.1109\/TPAMI.2014.2306419"},{"key":"419_CR28","doi-asserted-by":"crossref","unstructured":"Radlinski, F., Kleinberg, R., Joachims, T.: Learning diverse rankings with multi-armed bandits. In: Proceedings of the 25th International Conference on Machine Learning (ICML) (2008)","DOI":"10.1145\/1390156.1390255"},{"key":"419_CR29","doi-asserted-by":"crossref","unstructured":"Rege, M., Dong, M., Hua, J.: Graph theoretical framework for simultaneously integrating visual and textual features for efficient web image clustering. In: Proceedings of the 17th International Conference on World Wide Web (WWW), pp. 317\u2013326 (2008)","DOI":"10.1145\/1367497.1367541"},{"key":"419_CR30","unstructured":"Saenko, K., Darrell, T.: Unsupervised learning of visual sense models for polysemous words. In: Proceedings of Twenty-Second Annual Conference on Neural Information Processing Systems (NIPS) (2008)"},{"key":"419_CR31","doi-asserted-by":"crossref","unstructured":"Schroff, F., Criminisi, A., Zisserman, A.: Harvesting image databases from the web. In: ICCV 2007. IEEE 11th International Conference on Computer Vision, pp. 1\u20138 (2007)","DOI":"10.1109\/ICCV.2007.4409099"},{"key":"419_CR32","first-page":"583","volume":"3","author":"A Strehl","year":"2003","unstructured":"Strehl, A., Ghosh, J.: Cluster ensembles\u2014a knowledge reuse framework for combining multiple partitions. J. Mach. Learn. Res. 3, 583\u2013617 (2003)","journal-title":"J. Mach. Learn. Res."},{"key":"419_CR33","doi-asserted-by":"crossref","unstructured":"Wan, X., Yang, J.: Multi-document summarization using cluster-based link analysis. In: Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 299\u2013306. ACM Press, New York (2008)","DOI":"10.1145\/1390334.1390386"},{"key":"419_CR34","unstructured":"Wang, X.J., Ma, W.Y., Li, X.: Data-driven approach for bridging the cognitive gap in image retrieval. In: Proceedings of IEEE International Conference on Multimedia and Expo (ICME), pp. 2231\u20132234 (2004)"},{"issue":"11","key":"419_CR35","doi-asserted-by":"crossref","first-page":"1919","DOI":"10.1109\/TPAMI.2008.127","volume":"30","author":"XJ Wang","year":"2008","unstructured":"Wang, X.J., Zhang, L., Li, X., Ma, W.Y.: Annotating images by mining image search results. IEEE Trans. Pattern Anal. Mach. Intell. 30(11), 1919\u20131932 (2008)","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"419_CR36","doi-asserted-by":"crossref","unstructured":"Wu, F., Han, Y., Zhuang, Y.: Multiple hypergraph clustering of web images by mining word2image correlations. J. Comput. Sci. Technol. 25(4), 750\u2013760\u00a0(2010)","DOI":"10.1007\/s11390-010-9362-9"},{"issue":"3","key":"419_CR37","doi-asserted-by":"crossref","first-page":"661","DOI":"10.1109\/TMM.2012.2237023","volume":"15","author":"Y Yang","year":"2013","unstructured":"Yang, Y., Ma, Z., Hauptmann, A.G., Sebe, N.: Feature selection for multimedia analysis by sharing information among multiple tasks. IEEE Trans. Multimed. 15(3), 661\u2013669 (2013)","journal-title":"IEEE Trans. Multimed."},{"key":"419_CR38","doi-asserted-by":"crossref","unstructured":"Yang, Y., Nie, F., Xu, D., Luo, J., Zhuang, Y., Pan, Y.: A multimedia retrieval framework based on semi-supervised ranking and relevance feedback. IEEE Trans. Pattern Anal. Mach. Intell. 34(4),\u00a0723\u2013742 (2012)","DOI":"10.1109\/TPAMI.2011.170"},{"issue":"10","key":"419_CR39","doi-asserted-by":"crossref","first-page":"2761","DOI":"10.1109\/TIP.2010.2049235","volume":"19","author":"Y Yang","year":"2010","unstructured":"Yang, Y., Xu, D., Nie, F., Yan, S., Zhuang, Y.: Image clustering using local discriminant models and global integration. IEEE Trans. Image Process. 19(10), 2761\u20132773 (2010)","journal-title":"IEEE Trans. Image Process."},{"issue":"3","key":"419_CR40","doi-asserted-by":"crossref","first-page":"437","DOI":"10.1109\/TMM.2008.917359","volume":"10","author":"Y Yang","year":"2008","unstructured":"Yang, Y., Zhuang, Y.T., Wu, F., Pan, Y.H.: Harmonizing hierarchical manifolds for multimedia document semantics understanding and cross-media retrieval. IEEE Trans. Multimed. 10(3), 437\u2013446 (2008)","journal-title":"IEEE Trans. Multimed."},{"key":"419_CR41","doi-asserted-by":"crossref","unstructured":"Zhai, C.X., Cohen, W.W., Lafferty, J.: Beyond independent relevance: methods and evaluation metrics for subtopic retrieval. In: Proceedings of the 26th Annual International ACM SIGIR Conference on Research and Development in Informaion Retrieval, pp. 10\u201317. ACM Press, New York (2003)","DOI":"10.1145\/860435.860440"},{"issue":"12","key":"419_CR42","doi-asserted-by":"crossref","first-page":"5071","DOI":"10.1109\/TIP.2013.2278465","volume":"22","author":"L Zhang","year":"2013","unstructured":"Zhang, L., Han, Y., Yang, Y., Song, M., Yan, S., Tian, Q.: Discovering discrminative graphlets for aerial image categories recognition. IEEE Trans. Image Process. 22(12), 5071\u20135084 (2013)","journal-title":"IEEE Trans. Image Process."},{"issue":"9","key":"419_CR43","doi-asserted-by":"crossref","first-page":"4150","DOI":"10.1109\/TIP.2014.2344433","volume":"23","author":"L Zhang","year":"2014","unstructured":"Zhang, L., Yang, Y., Gao, Y., Wang, C., Yu, Y., Li, X.: A probabilistic associative model for segmenting weakly-supervised images. IEEE Trans. Image Process. 23(9), 4150\u20134159 (2014)","journal-title":"IEEE Trans. Image Process."},{"key":"419_CR44","unstructured":"Zhu, X., Goldberg, A.B., Eldawy, M., Dyer, C.R., Strock, B.: A text-to-picture synthesis system for augmenting communication. In: Proceedings of the 22nd Conference on Artificial Intelligence: Integrated Intelligence Track (AAAI), pp. 1590\u20131595 (2007)"},{"key":"419_CR45","unstructured":"Zhu, X., Goldberg, A.B., Gael, J.V., Andrzejewski, D.: Improving diversity in ranking using absorbing random walks. In: Proceedings of NAACL HLT, pp. 97\u2013104 (2007)"},{"issue":"2","key":"419_CR46","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1109\/TMM.2007.911822","volume":"10","author":"YT Zhuang","year":"2008","unstructured":"Zhuang, Y.T., Yang, Y., Wu, F.: Mining semantic correlation of heterogeneous multimedia data for cross-media retrieval. IEEE Trans. Multimed. 10(2), 221\u2013229 (2008)","journal-title":"IEEE Trans. Multimed."}],"container-title":["Multimedia Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00530-014-0419-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00530-014-0419-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00530-014-0419-4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00530-014-0419-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,15]],"date-time":"2019-08-15T09:21:33Z","timestamp":1565860893000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00530-014-0419-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,9,24]]},"references-count":46,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2017,2]]}},"alternative-id":["419"],"URL":"https:\/\/doi.org\/10.1007\/s00530-014-0419-4","relation":{},"ISSN":["0942-4962","1432-1882"],"issn-type":[{"value":"0942-4962","type":"print"},{"value":"1432-1882","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,9,24]]}}}