STiMR k-Means: An Efficient Clustering Method for Big Data

作者: Mohamed Aymen Ben HajKacem , Chiheb-Eddine Ben N′Cir , Nadia Essoussi

DOI: 10.1142/S0218001419500137

关键词:

摘要: Big Data clustering has become an important challenge in data analysis since several applications require scalable methods to organize such into groups of similar objects. Given the...

参考文章(36)
Vladimir Gorodetsky, Big Data: Opportunities, Challenges and Solutions international conference on application of information and communication technologies. pp. 3- 22 ,(2014) , 10.1007/978-3-319-13206-8_1
Qiuhong Li, Peng Wang, Wei Wang, Hao Hu, Zhongsheng Li, Junxian Li, An Efficient K-means Clustering Algorithm on MapReduce database systems for advanced applications. pp. 357- 371 ,(2014) , 10.1007/978-3-319-05810-8_24
Steven J. Phillips, Acceleration of K-Means and Related Clustering Algorithms algorithm engineering and experimentation. pp. 166- 177 ,(2002) , 10.1007/3-540-45643-0_13
Xiaowei Xu, Jochen Jäger, Hans-Peter Kriegel, A Fast Parallel Clustering Algorithm for Large Spatial Databases Data Mining and Knowledge Discovery. ,vol. 3, pp. 263- 290 ,(1999) , 10.1023/A:1009884809343
Khaled AlSabti, Sanjay Ranka, Vineet Singh, An Efficient Space-Partitioning Based Algorithm for the K-Means Clustering pacific asia conference on knowledge discovery and data mining. pp. 355- 359 ,(1999) , 10.1007/3-540-48912-6_47
BO JI, YANGDONG YE, YU XIAO, A COMBINATION WEIGHTING ALGORITHM USING RELATIVE ENTROPY FOR DOCUMENT CLUSTERING International Journal of Pattern Recognition and Artificial Intelligence. ,vol. 28, pp. 1453002- ,(2014) , 10.1142/S0218001414530024
Jing Zhang, Gongqing Wu, Xuegang Hu, Shiying Li, Shuilong Hao, A Parallel K-Means Clustering Algorithm with MPI international symposium on parallel architectures, algorithms and programming. pp. 60- 64 ,(2011) , 10.1109/PAAP.2011.17
Anil K. Jain, Data clustering: 50 years beyond K-means international conference on pattern recognition. ,vol. 31, pp. 651- 666 ,(2010) , 10.1016/J.PATREC.2009.09.011
Amos Tversky, Itamar Gati, Similarity, Separability, and the Triangle Inequality Psychological Review. ,vol. 89, pp. 123- 154 ,(1982) , 10.1037/0033-295X.89.2.123
Mohamed Walid Ayech, Djemel Ziou, Segmentation of Terahertz imaging using k-means clustering based on ranked set sampling Expert Systems With Applications. ,vol. 42, pp. 2959- 2974 ,(2015) , 10.1016/J.ESWA.2014.11.050