Efficient processing of top-k dominating queries in distributed environments

作者: Daichi Amagata , Yuya Sasaki , Takahiro Hara , Shojiro Nishio

DOI: 10.1007/S11280-015-0340-6

关键词:

摘要: Due to the recent massive data generation, preference queries are becoming an increasingly important for users because such retrieve only a small number of preferable objects from huge multi-dimensional dataset. A top-k dominating query, which retrieves k highest in given dataset, is particularly supporting multi-criteria decision making this query can find interesting intuitive way exploiting advantages and skyline queries. Although efficient algorithms have been studied over centralized databases, there no studies deal with distributed environments. The management distributed, so it necessary support processing In paper, we address, first time, challenging problem networks propose method retrieval, avoids redundant communication cost latency. Furthermore, also approximate version our proposed method, further reduces cost. Extensive experiments on both synthetic real demonstrated efficiency effectiveness methods.

参考文章(39)
Xiang Lian, Lei Chen, Top-k dominating queries in uncertain databases Proceedings of the 12th International Conference on Extending Database Technology Advances in Database Technology - EDBT '09. pp. 660- 671 ,(2009) , 10.1145/1516360.1516437
M. Kontaki, A. N. Papadopoulos, Y. Manolopoulos, Continuous Top-k Dominating Queries IEEE Transactions on Knowledge and Data Engineering. ,vol. 24, pp. 840- 853 ,(2012) , 10.1109/TKDE.2011.43
Katja Hose, Akrivi Vlachou, A survey of skyline processing in highly distributed environments very large data bases. ,vol. 21, pp. 359- 384 ,(2012) , 10.1007/S00778-011-0246-6
Man Lung Yiu, Nikos Mamoulis, Multi-dimensional top-k dominating queries very large data bases. ,vol. 18, pp. 695- 718 ,(2009) , 10.1007/S00778-008-0117-Y
Akrivi Vlachou, Christos Doulkeridis, Kjetil Nørvåg, Distributed top-k query processing by exploiting skyline summaries Distributed and Parallel Databases. ,vol. 30, pp. 239- 271 ,(2012) , 10.1007/S10619-012-7094-2
Chris Buckley, Ellen M. Voorhees, Evaluating Evaluation Measure Stability international acm sigir conference on research and development in information retrieval. ,vol. 51, pp. 33- 40 ,(2000) , 10.1145/3130348.3130373
Zhian He, Eric Lo, Answering Why-not Questions on Top-k Queries 2012 IEEE 28th International Conference on Data Engineering. pp. 750- 761 ,(2012) , 10.1109/ICDE.2012.8
Atish Das Sarma, Ashwin Lall, Danupon Nanongkai, Richard J Lipton, Jim Xu, None, Representative skylines using threshold-based preference distributions 2011 IEEE 27th International Conference on Data Engineering. pp. 387- 398 ,(2011) , 10.1109/ICDE.2011.5767873
Chee-Yong Chan, H. V. Jagadish, Kian-Lee Tan, Anthony K. H. Tung, Zhenjie Zhang, Finding k-dominant skylines in high dimensional space international conference on management of data. pp. 503- 514 ,(2006) , 10.1145/1142473.1142530
Dimitris Papadias, Yufei Tao, Greg Fu, Bernhard Seeger, Progressive skyline computation in database systems international conference on management of data. ,vol. 30, pp. 41- 82 ,(2005) , 10.1145/1061318.1061320