Approximate Clustering on Data Streams Using Discrete Cosine Transform |
Yu, Feng
(Department of Computer Science, Southern Illinois University)
Oyana, Damalie (Department of Computer Science, Southern Illinois University) Hou, Wen-Chi (Department of Computer Science, Southern Illinois University) Wainer, Michael (Department of Computer Science, Southern Illinois University) |
1 | C. C. Aggarwal, J. Han, J. Wang, P. Yu, "A Frame-work for Projected Clustering of High Dimension Data Streams," VLDB Conference, 2004. |
2 | C. C. Aggarwal, J. Han, J. Wang, P. Yu, "A Frame-work for Clustering Evolving Data Streams," VLDB Conference, 2003. |
3 | M. Ester, H. P. Kriegel., J. Sander, X. Xu.: A Density-Based Algorithm for Discovering Clusters in Large Spatial Databases with Noise, Proc. 2nd Int. Conf. on Knowledge Discovery and Data Mining (KDD'96), Portland, OR, pp.226-231, 1996. (DBSCAN) |
4 | D. Fisher, "Iterative Optimization and Simplification of Hierarchical Clusterings," Journal of AI Research, Vol.4, pp.147-180, 1996. DOI |
5 | Y. Lu, Y. Huang, "Mining Data Streams Using Clustering". Proc. 4th Int. Conf. on Machine Learning and Cybernetics, Giangzhou, pp.18-21, 2005. |
6 | J. Lee, D. Kim, and C. Chung, "Multi-Dimensional Selectivity Estimation Using Compressed Histogram Information," Proc. ACM SIGMOD Conf., pp. 205-214, 1999. DOI |
7 | G. Medhat, M, M., Zaslavsky, A., and Krishnaswamy, S., "Towards an Adaptive Approach for Mining Data Streams in Resource Constrained Environments," Proc. of 6th Int. Conf. on Data Warehousing and Knowledge Discovery –- Industry Track (DaWak 2004), Zaragoza, Spain, September, Springer Verlag. |
8 | L. O'Callaghan et al. Streaming-Data Algorithms for High-Quality Clustering. ICDE Conference, 2002. DOI |
9 | N. Park, W. Lee, Statistical Grid-Based Clustering over Data Streams, ACM SIGMOD Record, Vol.33, No.1, pp.32-37. DOI ScienceOn |
10 | V. Poosala, Y.E. Ioannidis, P.J. Haas, E.J. Shekita, "Improved Histograms for Selectivity Estimation of Range Predicates," ACM SIGMOD 1996. DOI ScienceOn |
11 | G. Strang, "The Discrete Cosine Transform". SLAM Review, Vol.41, No.1, pp.135-147, 1999. |
12 | S. Guha, R. Rastogi, K. Shim. CURE: An Efficient Clustering Algorithm for Large Databases. ACM SIGMOD Conference, 1998. DOI |
13 | S. Guha, N. Mishra, R. Motwani, L. O'Callaghan, "Clustering Data Streams". IEEE FOCS Conference, 2000. DOI |
14 | Z. Fu, J. Yang, W. Hu, T. Tan, "Mixture Clustering Using Multidimensional Histograms for Skin Detection," ICPR (4) 2004: 549-552. DOI |
15 | Gaber, M. M., Zaslavsky, A., and Krishnaswamy, S. Mining data streams: a review. SIGMOD Rec. 34, 2, 18-26, 2005. DOI ScienceOn |