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A Scalable and I/O Optimal Skyline Processing Algorithm [chapter]

Yi Luo, Hai-Xin Lu, Xuemin Lin
2004 Lecture Notes in Computer Science  
It can be shown that the new algorithm is I/O optimal.  ...  In this paper, we will present a novel progressive algorithm for computing skyline queries. The algorithm is based on the depth-first search paradigm.  ...  DF S still works much better, since DF S works like a depth-first search algorithm. Conclusion In this paper, we develop the algorithm DFS that are I/O cost optimal for the skyline queries.  ... 
doi:10.1007/978-3-540-27772-9_23 fatcat:uimq3lksvrgsfbszcuj6icljra


Virajith Jalaparti, Chris Douglas, Mainak Ghosh, Ashvin Agrawal, Avrilia Floratou, Srikanth Kandula, Ishai Menache, Joseph Seffi Naor, Sriram Rao
2018 Proceedings of the ACM Symposium on Cloud Computing - SoCC '18  
Experiments on a public cloud, with production-trace inspired workloads, show that Netco uses up to 5× less remote I/O compared to existing techniques and increases the number of jobs that meet their deadlines  ...  Netco makes various decisions (what content to cache, when to cache and how to apportion bandwidth) to support end-toend optimization goals such as maximizing the number of jobs that meet their service-level  ...  . • A novel problem formulation which jointly optimizes I/O bandwidth and local storage capacity in disaggregated architectures to meet job SLOs, and practical algorithms to solve it ( §4). • An evaluation  ... 
doi:10.1145/3267809.3267827 dblp:conf/cloud/JalapartiDGAFKM18 fatcat:a5iuiv5sfjcbpdbrzs3ud3ooqi

An Efficient Query Processing Algorithm for Multiple Constrained Skyline Queries

I-Fang SU
2013 International Journal of e-Education, e-Business, e-Management and e-Learning  
Based on the BBS (Branch and Bound Skyline) algorithm, we design a Multiple-Constrained-Skyline-Query (MCSQ) algorithm than can speed-up the query processing performance for multiple constrained skyline  ...  Index Terms-Constrained skyline queries, database, query processing, multi-query optimization. c a, b, c Access c d, e c Up to now, MCSQ behaves like BBS algorithm.  ...  The advantages of our algorithm are decreased query processing time, and disk I/O cost, which in turn improves system scalability.  ... 
doi:10.7763/ijeeee.2013.v3.285 fatcat:vw2fpvlpdza45hcxvj72spcje4

Skyline queries: An introduction

Eleftherios Tiakas, Apostolos N. Papadopoulos, Yannis Manolopoulos
2015 2015 6th International Conference on Information, Intelligence, Systems and Applications (IISA)  
Several algorithms were proposed for skyline query processing, such as window-based, progressive, distributed, geometric-based, index-based, divideand-conquer, and dynamic programming algorithms.  ...  As the number of objects that are returned in a skyline query may become large, there is also an extensive study for the cardinality of skyline queries.  ...  The algorithm is I/O optimal and requires a logarithmic space in the worst case in the 2D space if there are not many overlaps in the R-tree. IV.  ... 
doi:10.1109/iisa.2015.7388053 dblp:conf/iisa/TiakasPM15 fatcat:2khfwvtmt5ccdnxs5m5564h5jy

An Efficient Pre and Post Processing Skyline Computational Framework Using Mapreduce

2019 International journal of recent technology and engineering  
Skyline query processing is not exceptional. Skyline processing with MapReduce will take lead role in skyline computation.  ...  This paper contains our proposed Map Reduce - Pre and Post Filter based Skyline Computation (MR-PPFS).  ...  This is an iterative process to identify the final skyline points. This task will reduce scalability of global skyline. IV. EXPERIMENTAL SETUP AND ANALYSIS A.  ... 
doi:10.35940/ijrte.b3587.078219 fatcat:2rtyn64b6fehzcttkrcq25dvw4

Parallel Execution of Data-intensive Web Services Based on Data-flow Constructs and I/O Operation Ratio

Dongjin Yu, Qi Zhu, Jianhua Shao, Chang Li, Youwei Yuan, Wanqing Li
2014 International Journal of Database Theory and Application  
Furthermore, we put forward the approach to the composition of Web services based on the I/O operation ratio, in which the CPU intensive Web services and the I/O intensive ones are arranged to execute  ...  Service-oriented architecture, on the other hand, offers a scalable and flexible framework to implement loosely-coupled and standards-based distribute computing which the data-intensive applications usually  ...  Acknowledgments The work is supported by Natural Science Foundation of Zhejiang (No.LY12F02003), the Key Science and Technology Project of Zhejiang (No. 2012C11026-3) and the open  ... 
doi:10.14257/ijdta.2014.7.4.10 fatcat:zcddrfqxinb5rgggny2ngnaud4

An Efficient Index Method for the Optimal Route Query over Multi-Cost Networks [article]

Yajun Yang, Hang Zhang, Hong Gao, Qinghua Hu, Xin Wang
2020 arXiv   pre-print
We propose a novel partition-based index with contour skyline techniques to find the optimal route. We propose a vertex-filtering algorithm to facilitate the query processing.  ...  However, there always are several kinds of cost in networks and users prefer to select an optimal route under the global consideration of these kinds of cost.  ...  This index is a treestructured index constructed based on the concept of vertex cover and it is I/O-efficient when the input graph is too large to fit in main memory.  ... 
arXiv:2004.12424v1 fatcat:aqsj5kbgobf2lhgb56jvwd4nke

Parallelizing Skyline Queries for Scalable Distribution [chapter]

Ping Wu, Caijie Zhang, Ying Feng, Ben Y. Zhao, Divyakant Agrawal, Amr El Abbadi
2006 Lecture Notes in Computer Science  
We present a novel distributed skyline query processing algorithm (DSL) that discovers skyline points progressively.  ...  Current skyline computation methods are restricted to centralized query processors, limiting scalability and imposing a single point of failure.  ...  The best centralized method, BBS [19] , has been shown to be I/O optimal, and outperforms NN.  ... 
doi:10.1007/11687238_10 fatcat:slyp7lgcbjgczdkaosnhsnovkm

Z-SKY: an efficient skyline query processing framework based on Z-order

Ken C. K. Lee, Wang-Chien Lee, Baihua Zheng, Huajing Li, Yuan Tian
2009 The VLDB journal  
This framework consists of ZBtree, i.e., an index structure to organize a source dataset and skyline candidates, and a suite of algorithms, namely, (1) ZSearch, which processes skyline queries, (2) ZInsert  ...  (5) k-ZSearch, which evaluates k-dominant skyline queries, and (6) ZSubspace, which supports skyline queries on a subset of dimensions.  ...  Their costs are mainly constituted by I/O costs in accessing data from a tertiary storage (e.g., disks) and CPU costs spent on dominance tests.  ... 
doi:10.1007/s00778-009-0166-x fatcat:wsto6whotzby3ayv64mej6woni

Evaluating skylines in the presence of equijoins

Wen Jin, Michael D. Morse, Jignesh M. Patel, Martin Ester, Zengjian Hu
2010 2010 IEEE 26th International Conference on Data Engineering (ICDE 2010)  
This paper describes a framework for evaluating skylines in the presence of equijoins, including: (1) the development of algorithms to answer such queries over large input tables in a non-blocking, pipeline  ...  method for estimating the skyline selectivity of the joined table ; (3) evaluation of skyline computation based on the estimation method and the proposed evaluation techniques; and (4) a systematic experimental  ...  [7] improved their work by applying a Branch-and-Bound Skyline (BBS) technique based on the best-first search in R-trees to produce an I/O optimal algorithm. Lin et al.  ... 
doi:10.1109/icde.2010.5447841 dblp:conf/icde/JinMPEH10 fatcat:j3vx7hjhsfdl7ldhcek2zy2tqq

Computing Influence of a Product through Uncertain Reverse Skyline

Md. Saiful Islam, Wenny Rahayu, Chengfei Liu, Tarique Anwar, Bela Stantic
2017 Proceedings of the 29th International Conference on Scientific and Statistical Database Management - SSDBM '17  
We also present an e cient parallel approach to compute the uncertain reverse skyline and in uence score of a probabilistic product.  ...  We present e cient pruning ideas and techniques for processing the uncertain reverse skyline query of a probabilistic product using R-Tree data index.  ...  An optimized version of Algorithm 5 can also be achieved by executing optimized version of Algorithm 4 while computing the U RS of the query product q in line 2.  ... 
doi:10.1145/3085504.3085508 dblp:conf/ssdbm/0003RLAS17 fatcat:htvk3jpl3rcsbhowt6zt4lzhfi

General Spatial Skyline Operator [chapter]

Qianlu Lin, Ying Zhang, Wenjie Zhang, Aiping Li
2012 Lecture Notes in Computer Science  
An efficient algorithm is proposed to significantly reduce the number of nonpromising objects in the computation.  ...  In this paper, we study the problem of general spatial skyline which can provide a minimal set of candidates that contain optimal solutions for any monotonic distance based spatial preference query.  ...  The work was supported by ARC grants(DP110104880, DP120104168, DE120102144) and ECR grant(PSE1799)  ... 
doi:10.1007/978-3-642-29038-1_36 fatcat:6p7ylw7ylndhjevf53gjeqcs5u

Selecting Stars: The k Most Representative Skyline Operator

Xuemin Lin, Yidong Yuan, Qing Zhang, Ying Zhang
2007 2007 IEEE 23rd International Conference on Data Engineering  
To speed-up the computation, an efficient, scalable, index-based randomized algorithm is developed by applying the FM probabilistic counting technique.  ...  We first present an efficient dynamic programming based exact algorithm in a 2d-space.  ...  The work was partially supported by ARC-DP(DP0666428) and UNSW FRG(FRGP, PS08709).  ... 
doi:10.1109/icde.2007.367854 dblp:conf/icde/LinYZZ07 fatcat:iafohbbgnjew5hgpduaxnq6jjm

Discovering Attractive Products based on Influence Sets [article]

Anastasios Arvanitis, Antonios Deligiannakis
2011 arXiv   pre-print
Skyline queries have been widely used as a practical tool for multi-criteria decision analysis and for applications involving preference queries.  ...  In this work we develop novel algorithms for two important classes of queries involving customer preferences. We first propose a novel algorithm, termed as RSA, for answering reverse skyline queries.  ...  These facts further justify our motivation for a more efficient and scalable algorithm for reverse skyline queries.  ... 
arXiv:1107.4924v1 fatcat:f2nj6zpvmrfdhjtngurkj3uune

Efficient influence-based processing of market research queries

Anastasios Arvanitis, Antonios Deligiannakis, Yannis Vassiliou
2012 Proceedings of the 21st ACM international conference on Information and knowledge management - CIKM '12  
I/O commonalities and enabling shared processing.  ...  We then present a new algorithm, termed as RSA, that significantly reduces the I/O cost, as well as the computation cost, when compared to the state-of-the-art reverse skyline algorithm, while at the same  ...  Acknowledgments This research has been co-financed by the European Union (European Social Fund -ESF) and Greek national funds through the Operational Program "Education and Lifelong Learning" of the National  ... 
doi:10.1145/2396761.2398420 dblp:conf/cikm/ArvanitisDV12 fatcat:4xjfl4dpxbej3aua2tyxs4ni2e
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