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| 1 | A fast SVM training algorithm based on the set segmentation and k-means clustering显示文摘At present, studies on training algorithms for support vector machines (SVM) are important issues in the field of machine learning. It is a challenging task to improve the efficiency of the algorithm without reducing the generalization performance of SVM. To face this challenge, a new SVM training algorithm based on the set segmentation and k means clustering is presented in this paper. The new idea is to divide all the original training data into many subsets, followed by clustering each subset using k means clustering and finally train SVM using the new data set obtained from clustering centroids. Considering that the decomposition algorithm such as SVM light is one of the major methods for solving support vector machines, the SVM light is used in our experiments. Simulations on different types of problems show that the proposed method can solve efficiently not only large linear classification problems but also large nonlinear ones. | YANGXiaowei LINDaying HAOZhifeng LIANGYanchun~ LIUGuirong HANXu | 2003 | Progress in Natural Science:Materials International2003，13，10： | 9 |
| 2 | Angular glint and the moving,rotating,complex radar target显示文摘 | Linday J E | 1968 | IEEE Trans on AES1968，4，2： | 1 |
| 3 | Ion‐Exchange Temperature Effect on Cu/HMS Catalysts for the Hydrogenation of Dimethyl Oxalate to Ethylene Glycol显示文摘 | AnyuanYin XiuyingGuo KangnianFan Wei‐LinDai | 2010 | ChemCatChem2010，，2： | 1 |
| 4 | One year outcomes and costs following a vertebral fracture显示文摘 | Linday R Burge RT Strauss DM | 2004 | Osteoporosis Int2004，1，16： | 1 |
| 5 | Cod liver oil,the ratio of vitamins A and D,frequent respiratory tract infections,and vitamin D deficiency in young children in the United States显示文摘 | Linday L A Umhau J C Shindledecker R D | 2010 | Annals of Otology Rhinology and Laryngology2010，119，1： | 1 |
| 6 | Soicl Sci Soc Am J显示文摘 | EI-Falaky A A Aboalzoos S A Linday W L | 1991 | 55: 974-9791991，55，： | 1 |
| 7 | Bcl-2 proteins and mitochondriaspecificity in membrane targeting for death显示文摘 | Linday J Esposti MD Gilmore AP | 2011 | Biochim Biophys Acta2011，1813，4： | 1 |
| 8 | Cod liver oil, young children, and upper respirato- ry tract infections显示文摘 | LINDAY L A | 2010 | J Am Coil Nutr2010，29，6： | 1 |
| 9 | Effect of daily cod liver oil and a multivitamin-mineral supplement with selenium on upper respiratory tract pediatric visits by young, inner-city, Latino children: randomized pediatric sites 显示文摘 | LINDAY L A RICHARD D JUAN | 2004 | Ann Otol Rhino Laryngo12004，113，11： | 1 |
| 10 | Angular glint and the moving, rotating, complex radar target显示文摘 | Linday J E | 1968 | IEEE Trans on AES1968，4，2： | 1 |
| 11 | Model consisting of ultrasonographic and simple blood indexes accurately identify compensated hepatitis B cirrhosis显示文摘 | Yong‐PengChen LinDai Jing‐LinWang You‐FuZhu Xiao‐RongFeng Jin‐LinHou | 2008 | Journal of Gastroenterology and Hepatology . 2008 (8pt1)2008，，8： | 1 |
| 12 | Effect of chemical treatment of activated carbon as a support for promoted dimethyl carbonate synthesis by vapor phase oxidative carbonylationof methanol over wacker-type catalysts 显示文摘 | Yang Ping Cao Yong Wei Lindai | 2003 | Appl Catal2003，，243： | 1 |
| 13 | Expression of the pea metallothinein-like gene PsMTA in Escherichia coli and Arabidpsis thaliana and analysis of trace metal in accumulation : implication for PsMTA function显示文摘 | GATEHOUSE J A LINDAY W P | 1992 | Plant Molecular Biology1992，20，： | 1 |
| 14 | Effectof daily cod liver oil and a multivitamin-mineral supplementwith selenium on upper respiratory tract pediatric visits byyoung, innei^city, Latino children: randomized pediatric sites显示文摘 | Linday LA Shindledecker RD Tapia-Mendoza J | 2004 | Ann Otol Rhinol Laryngol2004，113，11： | 1 |
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