Conference Paper: Minimizing the communication cost for continuous skyline maintenance
| Title | Minimizing the communication cost for continuous skyline maintenance |
|---|---|
| Authors | Zhang, Z2 Cheng, R1 Papadias, D3 Tung, AKH2 |
| Keywords | Communication Continuous query Skyline query |
| Issue Date | 2009 |
| Citation | Sigmod-Pods'09 - Proceedings Of The International Conference On Management Of Data And 28Th Symposium On Principles Of Database Systems, 2009, p. 495-507 [How to Cite?] DOI: http://dx.doi.org/10.1145/1559845.1559898 |
| Abstract | Existing work in the skyline literature focuses on optimizing the processing cost. This paper aims at minimization of the communication overhead in client-server architectures, where a server continuously maintains the skyline of dynamic objects. Our first contribution is a Filter method that avoids transmission of updates from objects that cannot influence the skyline. Specifically, each object is assigned a filter so that it needs to issue an update only if it violates its filter. Filter achieves significant savings over the naive approach of transmitting all updates. Going one step further, we introduce the concept of frequent skyline query over a sliding window (FSQW). The motivation is that snapshot skylines are not very useful in streaming environments because they keep changing over time. Instead, FSQW reports the objects that appear in the skylines of at least θ.s of the s most recent timestamps (0 < θ ≤ 1). Filter can be easily adapted to FSQW processing, however, with potentially high overhead for large and frequently updated datasets. To further reduce the communication cost, we propose a Sampling method, which returns approximate FSQW results without computing each snapshot skyline. Finally, we integrate Filter and Sampling in a Hybrid approach that combines their individual advantages. © 2009 ACM. |
| Description | Proceedings of the ACM Conference on the Management of Data (SIGMOD 2009) |
| DOI | http://dx.doi.org/10.1145/1559845.1559898 |
| References | References in Scopus |
| dc.contributor.author | Zhang, Z |
|---|---|
| dc.contributor.author | Cheng, R |
| dc.contributor.author | Papadias, D |
| dc.contributor.author | Tung, AKH |
| dc.date.accessioned | 2010-07-13T03:31:59Z |
| dc.date.available | 2010-07-13T03:31:59Z |
| dc.date.issued | 2009 |
| dc.description.abstract | Existing work in the skyline literature focuses on optimizing the processing cost. This paper aims at minimization of the communication overhead in client-server architectures, where a server continuously maintains the skyline of dynamic objects. Our first contribution is a Filter method that avoids transmission of updates from objects that cannot influence the skyline. Specifically, each object is assigned a filter so that it needs to issue an update only if it violates its filter. Filter achieves significant savings over the naive approach of transmitting all updates. Going one step further, we introduce the concept of frequent skyline query over a sliding window (FSQW). The motivation is that snapshot skylines are not very useful in streaming environments because they keep changing over time. Instead, FSQW reports the objects that appear in the skylines of at least θ.s of the s most recent timestamps (0 < θ ≤ 1). Filter can be easily adapted to FSQW processing, however, with potentially high overhead for large and frequently updated datasets. To further reduce the communication cost, we propose a Sampling method, which returns approximate FSQW results without computing each snapshot skyline. Finally, we integrate Filter and Sampling in a Hybrid approach that combines their individual advantages. © 2009 ACM. |
| dc.description.nature | Link_to_subscribed_fulltext |
| dc.description | Proceedings of the ACM Conference on the Management of Data (SIGMOD 2009) |
| dc.identifier.citation | Sigmod-Pods'09 - Proceedings Of The International Conference On Management Of Data And 28Th Symposium On Principles Of Database Systems, 2009, p. 495-507 [How to Cite?] DOI: http://dx.doi.org/10.1145/1559845.1559898 |
| dc.identifier.doi | http://dx.doi.org/10.1145/1559845.1559898 |
| dc.identifier.epage | 507 |
| dc.identifier.hkuros | 162400 |
| dc.identifier.scopus | eid_2-s2.0-70849121280 |
| dc.identifier.spage | 495 |
| dc.identifier.uri | http://hdl.handle.net/10722/61150 |
| dc.language | eng |
| dc.relation.ispartof | SIGMOD-PODS'09 - Proceedings of the International Conference on Management of Data and 28th Symposium on Principles of Database Systems |
| dc.relation.references | References in Scopus |
| dc.subject | Communication |
| dc.subject | Continuous query |
| dc.subject | Skyline query |
| dc.title | Minimizing the communication cost for continuous skyline maintenance |
| dc.type | Conference_Paper |
Author Affiliations
- The University of Hong Kong
- National University of Singapore
- Hong Kong University of Science and Technology