JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE) ›› 2016, Vol. 46 ›› Issue (5): 37-44.doi: 10.6040/j.issn.1672-3961.1.2016.031
Previous Articles Next Articles
ZHOU Wang, ZHANG Chenlin, WU Jianxin
CLC Number:
[1] LLOYD S. Least squares quantization in PCM[J]. IEEE Transactions on Information Theory, 1982, 28(2):129-137. [2] BISHOP C M. Pattern recognition and machine learning[M]. Singapore: Springer, 2006. [3] 贺玲, 吴玲达, 蔡益朝. 数据挖掘中的聚类算法综述[J]. 计算机应用研究, 2007, 24(1):10-13. HE Ling, WU Lingda, CAI Yichao. Survey of clustering algorithms in data mining[J]. Application Research of Computers, 2007, 24(1):10-13. [4] 孙吉贵,刘杰,赵连宇.聚类算法研究[J]. 软件学报, 2008,19(1): 48-61. SUN Jigui, LIU Jie, ZHAO Lianyu. Clustering algorithms research[J]. Journal of Software, 2008, 19(1):48-61. [5] CHEN X, DENG C. Large scale spectral clustering with landmark-based representation[C] //Proceedings of the 25th AAAI Conference on Artificial Intelligence. San Francisco, USA: AAAI, 2011:313-318. [6] HUANG J, NIE F, HUANG H. Spectral rotation versus k-means in spectral clustering [C] //Proceedings of the 27th AAAI Conference on Artificial Intelligence. Washington, DC, USA: AAAI, 2013: 431-437. [7] 周林, 平西建, 徐森, 等. 基于谱聚类的聚类集成算法[J]. 自动化学报, 2012, 38(8):1335-1342. ZHOU Lin, PING Xijian, XU Sen, et al. Cluster ensemble based on spectral clustering[J]. Acta Automatica Sinica, 2012, 38(8):1335-1342. [8] WU J, LIU H, XIONG H, et al. A theoretic framework of k-means-based consensus clustering[C] //Proceedings of the 23rd International Joint Conference on Artificial Intelligence. Beijing, China: AAAI, 2013:1799-1805. [9] XU R, WUNSCH D. Survey of clustering algorithms[J]. IEEE Transactions on Neural Networks, 2005, 16(3):645-678. [10] 王守强,朱大铭,史士英. K-means聚类问题的改进近似算法[J].山东大学学报(工学版), 2011, 41(4):125-132. WANG Shouqiang, ZHU Daming, SHI Shiying. Improved approximation algorithm for the K-means clustering problem[J]. Journal of Shandong University(Engineering Science), 2011, 41(4):125-132. [11] 贾洪杰,丁世飞,史忠植.求解大规模谱聚类的近似加权K-means算法[J].软件学报, 2015, 26(11):2836-2846. JIA Hongjie, DING Shifei, SHI Zhongzhi. Approximate weighted kernel K-means for large-scale spectral clustering[J]. Journal of Software, 2015, 26(11):2836- 2846. [12] 雷小锋, 谢昆青, 林帆,等. 一种基于 K-Means 局部最优性的高效聚类算法[J]. 软件学报, 2008, 19(7): 1683-1692. LEI Xiaofeng, XIE Kunqing, LIN Fan, et al. An efficient clustering algorithm based on local optimality of K-means[J]. Journal of Software, 2008, 19(7):1683-1692. [13] LI F, PERONA P. A bayesian hierarchical model for learning natural scene categories[C] //Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition. San Diego, USA: IEEE, 2005:524-531. [14] JURIE F, TRIGGS B. Creating efficient codebooks for visual recognition[C] //Proceedings of the 10th IEEE International Conference on Computer Vision. Beijing, China: IEEE, 2005:604-610. [15] WU J, REHG J M. Beyond the Euclidean distance: creating effective visual codebooks using the histogram intersection kernel[C] //Proceedings of the 12th Inter- national Conference on Computer Vision. Kyoto, Japan: IEEE, 2009: 630-637. [16] WU J, TAN W C, REHG J M. Efficient and effective visual codebook generation using additive kernels[J]. Journal of Machine Learning Research, 2011,12(9):3097-3118. [17] BANERJEE A, GHOSH J. Scalable clustering algorithms with balancing constraints[J]. Data Mining and Knowledge Discovery, 2006, 13(3):365-395. [18] ZHU S, WANG D, LI T. Data clustering with size constraints[J]. Knowledge-Based Systems, 2010, 23(8):883-889. [19] HARTIGAN J A, WONG M A. Algorithm AS 136: a K-means clustering algorithm[J]. Journal of the Royal Statistical Society(Series C, Applied Statistics), 1979, 28(1):100-108. [20] TELGARSKY M, VATTANI A. Hartigans Method: k-means clustering without Voronoi[C] //Proceedings of the 13th International Conference on Artificial Intelligence and Statistics. Sardinia, Italy: JMLR, 2010:820-827. [21] SLONIM N, AHARONI E, CRAMMER K. Hartigans k-means versus Lloyds k-means: is it time for a change?[C] //Proceedings of the 23rd International Joint Conference on Artificial Intelligence. Beijing, China: AAAI, 2013:1677-1684. [22] PAPADIMITRIOU C H, STEIGLITZ K. Combinatorial optimization: algorithms and complexity[M]. New York, USA: Dover Publications, 1998. [23] CAI D, HE X, HAN J. Document clustering using locality preserving indexing[J]. IEEE Transactions on Knowledge and Data Engineering, 2005, 17(12):1624-1637. [24] RAND W M. Objective criteria for the evaluation of clustering methods[J]. Journal of the American Statistical Association, 1971, 66(336):846-850. [25] JEGOU H, DOUZE M, SCHMID C. Product quantization for nearest neighbor search[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2011, 33(1):117-128. |
[1] | Mian ZHANG,Ying HUANG,Haiyi MEI,Yu GUO. Intelligent interaction method for power distribution robot based on Kinect [J]. Journal of Shandong University(Engineering Science), 2018, 48(5): 103-108. |
[2] | LIU Yang, LIU Bo, WANG Feng. Optimization algorithm for big data mining based on parameter server framework [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(4): 1-6. |
[3] | WEI Bo, ZHANG Wensheng, LI Yuanxiang, XIA Xuewen, LYU Jingqin. A sparse online learning algorithm for feature selection [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2017, 47(1): 22-27. |
[4] | MENG Lingheng, DING Shifei. Depth perceptual model based on the single image [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2016, 46(3): 37-43. |
[5] | LIU Jie, YANG Peng, LYU Wensheng, LIU Agudamu, LIU Junxiu. Prediction models of PM2.5 mass concentration based on meteorological factors [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2015, 45(6): 76-83. |
[6] | ZHENG Yi, ZHU Chengzhang. A prediction method of atmospheric PM2.5 based on DBNs [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2014, 44(6): 19-25. |
[7] | XIE Lin1, YIN Xi-yao2, LI Fan-zhang3, WU Jia3. A kind of inverse resolution learning expression [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2013, 43(4): 46-50. |
[8] | HE Xue-ying1, 2, QIN Wei1, YIN Yi-long1 *, ZHAO Lian-zheng1,QIAO Hao3. Video-based fingerprint verification using machine learning [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2011, 41(4): 29-33. |
[9] | LIANG Chun-lin1, PENG Ling-xi2*. An immune network based unsupervised classifier [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2010, 40(5): 82-86. |
[10] | GUO Mao-Zu, ZOU Quan, LI Wen-Bin, HAN Ying-Peng. Learning in bioinformatics [J]. JOURNAL OF SHANDONG UNIVERSITY (ENGINEERING SCIENCE), 2009, 39(3): 1-6. |
|