{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2022,4,3]],"date-time":"2022-04-03T16:21:37Z","timestamp":1649002897870},"reference-count":28,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2011,5,26]],"date-time":"2011-05-26T00:00:00Z","timestamp":1306368000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2012,6]]},"DOI":"10.1007\/s00521-011-0651-1","type":"journal-article","created":{"date-parts":[[2011,5,25]],"date-time":"2011-05-25T03:21:04Z","timestamp":1306293664000},"page":"735-746","source":"Crossref","is-referenced-by-count":5,"title":["Combining LVQ with SVM technique for image semantic annotation"],"prefix":"10.1007","volume":"21","author":[{"given":"Ping","family":"Guo","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ziheng","family":"Jiang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Song","family":"Lin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yao","family":"Yao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2011,5,26]]},"reference":[{"key":"651_CR1","doi-asserted-by":"crossref","unstructured":"Lin S, Yao Y, Guo P (2010) Speed up image annotation based on LVQ technique with affinity propagation algorithm. In: Proceedings of international conference on neural information processing, Sydney, Australia, pp 533\u2013540","DOI":"10.1007\/978-3-642-17534-3_66"},{"key":"651_CR2","unstructured":"Morris Y, Takahashi H, Oka R (1999) Image-to-word transformation based on dividing and vector quantizing images with words. In: Proceedings of first internat workshop on multimedia intelligent storage and retrieval management, Orlando, pp 405\u2013409"},{"key":"651_CR3","doi-asserted-by":"crossref","unstructured":"Duygulu P, Barnard K, Freitas N, Forsyth D (2002) Object recognition as machine translation: learning a lexicon for a fixed image vocabulary. In: Proceedings of European conference on computer vision, Copenhagen, Denmark, pp 97\u2013112","DOI":"10.1007\/3-540-47979-1_7"},{"key":"651_CR4","doi-asserted-by":"crossref","unstructured":"Jeon J, Lavrenko V, Manmatha R (2003) Automatic image annotation and retrieval using cross- media relevance models. In: Proceeding of international ACM SIGIR Conference on research and development in information retrieval, Toronto, Canada, pp 119\u2013126","DOI":"10.1145\/860435.860459"},{"key":"651_CR5","unstructured":"Lavrenko V, Manmatha R, Jeon J (2003) A model for learning the semantics of pietures. In: Proceeding of advances in neural information processing systems, pp 553\u2013560"},{"key":"651_CR6","doi-asserted-by":"crossref","unstructured":"Feng S, Manmatha R, Lavrenko V (2004) Multiple Bernoulli relevance models for image and video annotation. In: Proceedings of IEEE international conference on computer vision and pattern recognition, Washington DC, USA, pp 1002\u20131009","DOI":"10.1109\/CVPR.2004.1315274"},{"issue":"9","key":"651_CR7","doi-asserted-by":"crossref","first-page":"1075","DOI":"10.1109\/TPAMI.2003.1227984","volume":"25","author":"J Li","year":"2003","unstructured":"Li J, Wang J (2003) Automatic linguistic indexing of pictures by a statistical modeling approach. IEEE Trans Pattern Anal Mach Intell 25(9):1075\u20131088","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"issue":"(1","key":"651_CR8","doi-asserted-by":"crossref","first-page":"26","DOI":"10.1109\/TCSVT.2002.808079","volume":"13","author":"E Chang","year":"2003","unstructured":"Chang E, Goh K, Sychay G, Wu G (2003) Content-based soft annotation for multimodal image retrieval using Bayes point machines. IEEE Trans Circ Syst Video Technol 13((1):26\u201338","journal-title":"IEEE Trans Circ Syst Video Technol"},{"key":"651_CR9","doi-asserted-by":"crossref","first-page":"394","DOI":"10.1109\/TPAMI.2007.61","volume":"29","author":"G Carneiro","year":"2007","unstructured":"Carneiro G, Chan AB, Moreno PJ, Vasconcelos N (2007) Supervised learning of semantic classes for image annotation and retrieval. IEEE Trans Pattern Anal Mach Intell 29:394\u2013410","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"key":"651_CR10","doi-asserted-by":"crossref","first-page":"1774","DOI":"10.1016\/j.neucom.2010.01.019","volume":"73","author":"W Lin","year":"2010","unstructured":"Lin W, Oakes M, Tait J (2010) Improving image annotation via representative feature vector selection. Neurocomputing 73:1774\u20131782","journal-title":"Neurocomputing"},{"key":"651_CR11","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4757-2440-0","volume-title":"The nature of statistical learning theory","author":"VN Vapnik","year":"1995","unstructured":"Vapnik VN (1995) The nature of statistical learning theory. Springer, New York"},{"key":"651_CR12","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-642-56927-2","volume-title":"Self-Organizing Maps","author":"T Kohenen","year":"2001","unstructured":"Kohenen T (2001) Self-Organizing Maps. Springer, Berlin"},{"key":"651_CR13","volume-title":"Principal component analysis","author":"I Jolliffe","year":"1996","unstructured":"Jolliffe I (1996) Principal component analysis. Springer, Berlin"},{"issue":"6","key":"651_CR14","first-page":"557","volume":"22","author":"V Viitaniemi","year":"2007","unstructured":"Viitaniemi V, Laaksonen J (2007) Evaluating the performance in automatic image annotation: example case by adaptive fusion of global image features. Image Comm 22(6):557\u2013568","journal-title":"Image Comm"},{"issue":"1","key":"651_CR15","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1109\/83.892448","volume":"10","author":"A Vailaya","year":"2001","unstructured":"Vailaya A, Figueiredo MAT, Jain AK, Zhang HJ (2001) Image classification for content-based indexing. IEEE Trans Image Process 10(1):117\u2013130","journal-title":"IEEE Trans Image Process"},{"key":"651_CR16","doi-asserted-by":"crossref","first-page":"266","DOI":"10.1016\/j.eswa.2006.09.016","volume":"34","author":"H Yang","year":"2008","unstructured":"Yang H, Lee C (2008) Image semantics discovery from web pages for semantic-based image retrieval using self-organizing maps. Expert Syst Appl 34:266\u2013279","journal-title":"Expert Syst Appl"},{"key":"651_CR17","doi-asserted-by":"crossref","unstructured":"Jiang ZH, He J, Guo P (2010) Feature data optimization with LVQ technique in semantic image annotation. In: Proceedings of ISDA2010, Cairo, Egypt, pp 906\u2013911","DOI":"10.1109\/ISDA.2010.5687074"},{"key":"651_CR18","doi-asserted-by":"crossref","first-page":"972","DOI":"10.1126\/science.1136800","volume":"315","author":"BJ Frey","year":"2007","unstructured":"Frey BJ, Dueck D (2007) Clustering by passing messages between data points. Science 315:972\u2013976","journal-title":"Science"},{"key":"651_CR19","doi-asserted-by":"crossref","unstructured":"Dueck D, Frey BJ (2007) Non-metric affinity propagation for unsupervised image categorization. In: Proceedings of IEEE international conf. on computer vision, Rio De Janeiro, Brazil, pp 1\u20138","DOI":"10.1109\/ICCV.2007.4408853"},{"key":"651_CR20","doi-asserted-by":"crossref","unstructured":"Yang D, Guo P (2009) Improvement of image modeling with affinity propagation algorithm for image semantic annotation. In: Proceedings of international conference on neural information processing, Bangkok, Thailand, pp 778\u2013787","DOI":"10.1007\/978-3-642-10677-4_89"},{"key":"651_CR21","unstructured":"Yang D, Guo P (2010) Image modeling with combined optimization techniques for image semantic annotation. Neural Comput Appl 1\u201315"},{"issue":"6","key":"651_CR22","doi-asserted-by":"crossref","first-page":"610","DOI":"10.1109\/TSMC.1973.4309314","volume":"3","author":"RM Haralick","year":"1973","unstructured":"Haralick RM, Shanmugam K, Dinstein I (1973) Texture features for image classification. IEEE Trans Syst Man Cyb 3(6):610\u2013621","journal-title":"IEEE Trans Syst Man Cyb"},{"issue":"6","key":"651_CR23","doi-asserted-by":"crossref","first-page":"460","DOI":"10.1109\/TSMC.1978.4309999","volume":"8","author":"H Tamura","year":"1978","unstructured":"Tamura H, Mori S, Yamawaki T (1978) Texture features corresponding to visual perception. IEEE Trans Syst Man Cyb 8(6):460\u2013473","journal-title":"IEEE Trans Syst Man Cyb"},{"key":"651_CR24","unstructured":"Stanford vision lab, http:\/\/vision.stanford.edu\/resources_links.html"},{"key":"651_CR25","doi-asserted-by":"crossref","unstructured":"Kennedy J, Eberhart RC (1995) Particle Swarm optimization. In: Proceedings of the IEEE international joint conference, Neural Networks, pp 1942\u20131948","DOI":"10.1109\/ICNN.1995.488968"},{"key":"651_CR26","unstructured":"LIBSVM-A, http:\/\/www.csie.ntu.edu.tw\/\u223ccjlin\/libsvm"},{"key":"651_CR27","unstructured":"VOC2008, http:\/\/pascallin.ecs.soton.ac.uk\/challenges\/VOC\/voc2008\/"},{"issue":"9","key":"651_CR28","doi-asserted-by":"crossref","first-page":"2842","DOI":"10.1016\/j.patcog.2008.02.004","volume":"41","author":"P Guo","year":"2008","unstructured":"Guo P, Jia YD, Lyu MR (2008) A study of regularized Gaussian classifier in high-dimension small sample set case based on MDL principle with application to spectrum recognition. Pattern Recognit 41(9):2842\u20132854","journal-title":"Pattern Recognit"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-011-0651-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00521-011-0651-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-011-0651-1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,11]],"date-time":"2019-06-11T00:39:59Z","timestamp":1560213599000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00521-011-0651-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,5,26]]},"references-count":28,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2012,6]]}},"alternative-id":["651"],"URL":"https:\/\/doi.org\/10.1007\/s00521-011-0651-1","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2011,5,26]]}}}