Odyssey: A Journey in the Land of Distributed Data Series Similarity Search
文献类型:期刊论文
作者 | Chatzakis, Manos4; Fatourou, Panagiota2,3; Kosmas, Eleftherios2,3,5; Palpanas, Themis1,6; Peng, Botao7 |
刊名 | PROCEEDINGS OF THE VLDB ENDOWMENT
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出版日期 | 2023 |
卷号 | 16期号:5页码:1140-1153 |
ISSN号 | 2150-8097 |
DOI | 10.14778/3579075.3579087 |
英文摘要 | This paper presents Odyssey, a novel distributed data-series processing framework that efficiently addresses the critical challenges of exhibiting good speedup and ensuring high scalability in data series processing by taking advantage of the full computational capacity of modern distributed systems comprised of multi-core servers. Odyssey addresses a number of challenges in designing efficient and highly-scalable distributed data series index, including efficient scheduling, and load-balancing without paying the prohibitive cost of moving data around. It also supports a flexible partial replication scheme, which enables Odyssey to navigate through a fundamental trade-off between data scalability and good performance during query answering. Through a wide range of configurations and using several real and synthetic datasets, our experimental analysis demonstrates that Odyssey achieves its challenging goals. |
资助项目 | NSFC[62202450] ; EU Horizon 2020 Marie Sklodowska-Curie project PLATON[101031688] ; Hellenic Foundation for Research and Innovation (HFRI)[3684] |
WOS研究方向 | Computer Science |
语种 | 英语 |
WOS记录号 | WOS:000992404300013 |
出版者 | ASSOC COMPUTING MACHINERY |
源URL | [http://119.78.100.204/handle/2XEOYT63/21445] ![]() |
专题 | 中国科学院计算技术研究所期刊论文_英文 |
通讯作者 | Chatzakis, Manos |
作者单位 | 1.IUF, Ile De France, France 2.Univ Crete, CSD, Iraklion, Greece 3.FORTH, ICS, Iraklion, Greece 4.Ecole Polytech Fed Lausanne, Lausanne, Switzerland 5.Hellen Mediterranean Univ, Khania, Greece 6.Univ Paris Cite, Paris, France 7.Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China |
推荐引用方式 GB/T 7714 | Chatzakis, Manos,Fatourou, Panagiota,Kosmas, Eleftherios,et al. Odyssey: A Journey in the Land of Distributed Data Series Similarity Search[J]. PROCEEDINGS OF THE VLDB ENDOWMENT,2023,16(5):1140-1153. |
APA | Chatzakis, Manos,Fatourou, Panagiota,Kosmas, Eleftherios,Palpanas, Themis,&Peng, Botao.(2023).Odyssey: A Journey in the Land of Distributed Data Series Similarity Search.PROCEEDINGS OF THE VLDB ENDOWMENT,16(5),1140-1153. |
MLA | Chatzakis, Manos,et al."Odyssey: A Journey in the Land of Distributed Data Series Similarity Search".PROCEEDINGS OF THE VLDB ENDOWMENT 16.5(2023):1140-1153. |
入库方式: OAI收割
来源:计算技术研究所
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