{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,15]],"date-time":"2024-09-15T15:16:55Z","timestamp":1726413415077},"reference-count":23,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2011,6,29]],"date-time":"2011-06-29T00:00:00Z","timestamp":1309305600000},"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":[[2013,1]]},"DOI":"10.1007\/s00521-011-0677-4","type":"journal-article","created":{"date-parts":[[2011,6,28]],"date-time":"2011-06-28T04:53:20Z","timestamp":1309236800000},"page":"143-150","source":"Crossref","is-referenced-by-count":10,"title":["An efficient Kernel-based matrixized least squares support vector machine"],"prefix":"10.1007","volume":"22","author":[{"given":"Zhe","family":"Wang","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xisheng","family":"He","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daqi","family":"Gao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiangyang","family":"Xue","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2011,6,29]]},"reference":[{"unstructured":"Asuncion A, Newman DJ (2007) UCI machine learning repository","key":"677_CR1"},{"issue":"7","key":"677_CR2","doi-asserted-by":"crossref","first-page":"711","DOI":"10.1109\/34.598228","volume":"19","author":"P Belhumeur","year":"1997","unstructured":"Belhumeur P, Hespanha J, Kriegman D (1997) Eigenfaces vs. fisherfaces: recognition using class specific linear projection. IEEE Trans Pattern Anal Mach Intell 19(7):711\u2013720","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"doi-asserted-by":"crossref","unstructured":"Cai D, He X, Hu Y, Han J, Huang T (2007) Learning a spatially smooth subspace for face recognition. IEEE Conf Comput Vis Pattern Recogn 1\u20137","key":"677_CR3","DOI":"10.1109\/CVPR.2007.383054"},{"unstructured":"Caruana R, Lawrence S, Giles CL (2001) Over fitting in neural networks: backpropagation, conjugate gradient, and early stopping. Adv Neural Inform Process Syst 13:402\u2013408","key":"677_CR4"},{"key":"677_CR5","doi-asserted-by":"crossref","first-page":"1533","DOI":"10.1016\/j.patcog.2006.09.001","volume":"40","author":"S Chen","year":"2007","unstructured":"Chen S, Wang Z, Tian Y (2007) Matrix-pattern-oriented hockashyap classifier with regularization learning. Pattern Recogn 40:1533\u20131543","journal-title":"Pattern Recogn"},{"key":"677_CR6","doi-asserted-by":"crossref","first-page":"1157","DOI":"10.1016\/j.patrec.2004.10.009","volume":"26","author":"S Chen","year":"2005","unstructured":"Chen S, Zhu Y, Zhang D, Yang J (2005) Feature extraction approaches based on matrix pattern:matpca and matflda. Pattern Recogn Lett 26:1157\u20131167","journal-title":"Pattern Recogn Lett"},{"doi-asserted-by":"crossref","unstructured":"Collobert R, Bengio S (2004) Links between perceptrons mlps and svms. In: ICML","key":"677_CR7","DOI":"10.1145\/1015330.1015415"},{"key":"677_CR8","volume-title":"Kronecker products and matrix calculus with applications","author":"A Graham","year":"1981","unstructured":"Graham A (1981) Kronecker products and matrix calculus with applications. Horwood Halsted Press, New York"},{"issue":"1\u20134","key":"677_CR9","doi-asserted-by":"crossref","first-page":"937","DOI":"10.1016\/S0925-2312(01)00681-6","volume":"48","author":"K Hagiwara","year":"2002","unstructured":"Hagiwara K (2002) Regularization learning, early stopping and biased estimator. Neurocomputing 48(1\u20134):937\u2013955","journal-title":"Neurocomputing"},{"issue":"1","key":"677_CR10","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1109\/34.41390","volume":"12","author":"M Kirby","year":"1990","unstructured":"Kirby M, Sirovich L (1990) Application of the karhunen-loeve procedure for the characterization of human faces. IEEE Trans Pattern Anal Mach Intell 12(1):103\u2013108","journal-title":"IEEE Trans Pattern Anal Mach Intell"},{"unstructured":"Krebel U (1999) Pairwise classification and support vector machines. Advances in kernel methods: support vector learning, MIT Press Cambridge, USA, pp 255\u2013268","key":"677_CR11"},{"issue":"2","key":"677_CR12","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1109\/72.914517","volume":"12","author":"K Muller","year":"2001","unstructured":"Muller K, Mika S, Ratsch G, Tsuda K, Scholkopf B (2001) An introduction to kernel-based learning algorithms. IEEE Trans Neural Netw 12(2):181\u2013201","journal-title":"IEEE Trans Neural Netw"},{"key":"677_CR13","first-page":"55","volume-title":"Neural networks: tricks of the trade, LNCS 1524","author":"L Prechelt","year":"1999","unstructured":"Prechelt L (1999) Early stopping-but when?. In: Orr GB, Muller KR (eds) Neural networks: tricks of the trade, LNCS 1524. Springer, Berlin, pp 55\u201369"},{"key":"677_CR14","doi-asserted-by":"crossref","DOI":"10.1142\/5089","volume-title":"Least squares support vector machines","author":"J Suykens","year":"2002","unstructured":"Suykens J, Van Gestel T, De Brabanter J, De Moor B, Vandewalle J (2002) Least squares support vector machines. World Scientific, Singapore"},{"issue":"3","key":"677_CR15","doi-asserted-by":"crossref","first-page":"293","DOI":"10.1023\/A:1018628609742","volume":"9","author":"J Suykens","year":"1999","unstructured":"Suykens J, Vandewalle J (1999) Least squares support vector machine classifiers. Neural Process Lett 9(3):293\u2013300","journal-title":"Neural Process Lett"},{"unstructured":"Tao D, Li X, Hu W, Maybank S, Wu X (2005) Supervised tensor learning. IEEE Int Conf Data Min 450\u2013457","key":"677_CR16"},{"key":"677_CR17","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s10115-006-0050-6","volume":"13","author":"D Tao","year":"2007","unstructured":"Tao D, Li X, Wu X, Hu W, Maybank S (2007) Supervised tensor learning. Knowl Inform Syst 13:1\u201342","journal-title":"Knowl Inform Syst"},{"key":"677_CR18","volume-title":"Statistical learning theory","author":"V Vapnik","year":"1998","unstructured":"Vapnik V (1998) Statistical learning theory. Wiley, London"},{"doi-asserted-by":"crossref","unstructured":"Vapnik V, Chervonenkis A (1971) On the uniform convergence of relative frequencies of events to their probabilities. Theory Prob Appl 16(2):264\u2013280","key":"677_CR19","DOI":"10.1137\/1116025"},{"key":"677_CR20","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1007\/s11063-007-9041-1","volume":"26","author":"Z Wang","year":"2007","unstructured":"Wang Z, Chen S (2007) New least squares support vector machines based on matrix patterns. Neural Process Lett 26:41\u201356","journal-title":"Neural Process Lett"},{"issue":"5","key":"677_CR21","doi-asserted-by":"crossref","first-page":"758","DOI":"10.1109\/TNN.2007.911744","volume":"19","author":"Z Wang","year":"2008","unstructured":"Wang Z, Chen S, Liu J, Zhang D (2008) Pattern representation in feature extraction and classifier design: matrix versus vector. IEEE Trans Neural Netw 19(5):758\u2013769","journal-title":"IEEE Trans Neural Netw"},{"doi-asserted-by":"crossref","unstructured":"Wolf L, Jhuang H, Hazan T (2007) Modeling appearances with low-rank svm. IEEE Conf Comput Vis Pattern Recogn 1\u20136","key":"677_CR22","DOI":"10.1109\/CVPR.2007.383099"},{"issue":"1","key":"677_CR23","doi-asserted-by":"crossref","first-page":"131","DOI":"10.1109\/TPAMI.2004.1261097","volume":"26","author":"J Yang","year":"2004","unstructured":"Yang J, Zhang D, Frangi A, Yang J (2004) Two-dimension pca: a new approach to appearance-based face representation and recognition. IEEE Trans Pattern Anal Mach Intell 26(1):131\u2013137","journal-title":"IEEE Trans Pattern Anal Mach Intell"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-011-0677-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00521-011-0677-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-011-0677-4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,12]],"date-time":"2019-06-12T08:51:48Z","timestamp":1560329508000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00521-011-0677-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,6,29]]},"references-count":23,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2013,1]]}},"alternative-id":["677"],"URL":"https:\/\/doi.org\/10.1007\/s00521-011-0677-4","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"type":"print","value":"0941-0643"},{"type":"electronic","value":"1433-3058"}],"subject":[],"published":{"date-parts":[[2011,6,29]]}}}