A Model for Computing Skyline Data Items in Cloud Incomplete Databases

作者: Yonis Gulzar , Ali A. Alwan , Abedallah Zaid Abualkishik , Abid Mehmood

DOI: 10.1016/J.PROCS.2020.03.037

关键词:

摘要: Abstract Skyline queries intend to retrieve the most superior data items in database that best fit with user’s given preference. However, processing skyline are expensive and uneasy when applying on large distributed databases such as cloud databases. Moreover, it would be further sophisticated process if these have missing values certain dimensions. The effect of incompleteness is extremely severe because result un-hold transitivity property technique leads problem cyclic dominance. This paper proposes an efficient model for computing incomplete focuses aiming at reducing domination tests between items, time, amount transfer among involved datacenters. Various set experiments conducted over two different types datasets demonstrates proposed solution outperforms previous approaches terms tests, transferred.

参考文章(13)
Jongwuk Lee, Seung-won Hwang, Scalable skyline computation using a balanced pivot selection technique Information Systems. ,vol. 39, pp. 1- 21 ,(2014) , 10.1016/J.IS.2013.05.005
Ali A. Alwan, Hamidah Ibrahim, Nur Izura Udzir, Fatima Sidi, An Efficient Approach for Processing Skyline Queries in Incomplete Multidimensional Database Arabian Journal for Science and Engineering. ,vol. 41, pp. 2927- 2943 ,(2016) , 10.1007/S13369-016-2048-Z
Jongwuk Lee, Hyeonseung Im, Gae-won You, Optimizing skyline queries over incomplete data Information Sciences. ,vol. 361-362, pp. 14- 28 ,(2016) , 10.1016/J.INS.2016.04.048
Ali A. Alwan, Hamidah Ibrahim, Nur Izura Udzir, Fatimah Sidi, Processing skyline queries in incomplete distributed databases intelligent information systems. ,vol. 48, pp. 399- 420 ,(2017) , 10.1007/S10844-016-0419-2
Yan Wang, Zhan Shi, Junlu Wang, Lingfeng Sun, Baoyan Song, Skyline Preference Query Based on Massive and Incomplete Dataset IEEE Access. ,vol. 5, pp. 3183- 3192 ,(2017) , 10.1109/ACCESS.2016.2639558
Marwa B. Swidan, Ali A. Alwan, Sherzod Turaev, Yonis Gulzar, A Model for Processing Skyline Queries in Crowd-sourced Databases Indonesian Journal of Electrical Engineering and Computer Science. ,vol. 10, pp. 798- 806 ,(2018) , 10.11591/IJEECS.V10.I2.PP798-806
Yonis Gulzar, Ali A. Alwan, Radhwan Mohamed Abdullah, Qin Xin, Marwa B. Swidan, SCSA: Evaluating skyline queries in incomplete data Applied Intelligence. ,vol. 49, pp. 1636- 1657 ,(2019) , 10.1007/S10489-018-1356-2
Yonis Gulzar, Ali Amer Alwan Aljuboori, Norsaremah Salleh, Imad Fakhri Al Shaikhli, Identifying skylines in cloud databases with incomplete data Journal of Information and Communication Technology. ,vol. 18, pp. 19- 34 ,(2018) , 10.32890/JICT2019.18.1.8278
Yonis Gulzar, Ali A. Alwan, Sherzod Turaev, Optimizing Skyline Query Processing in Incomplete Data IEEE Access. ,vol. 7, pp. 178121- 178138 ,(2019) , 10.1109/ACCESS.2019.2958202
Yonis Gulzar, Ali A. Alwan, Norsaremah Salleh, Imad Fakhri Al Shaikhli, Syed Idrees Mairaj Alvi, A Framework for Evaluating Skyline Queries over Incomplete Data Procedia Computer Science. ,vol. 94, pp. 191- 198 ,(2016) , 10.1016/J.PROCS.2016.08.030