Search Results - "Zoumpatianos, Kostas"
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ADS: the adaptive data series index
Published in The VLDB journal (01-12-2016)“…Numerous applications continuously produce big amounts of data series, and in several time critical scenarios analysts need to be able to query these data as…”
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Journal Article -
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Data Series Management: Fulfilling the Need for Big Sequence Analytics
Published in 2018 IEEE 34th International Conference on Data Engineering (ICDE) (01-04-2018)“…Massive data sequence collections exist in virtually every scientific and social domain, and have to be analyzed to extract useful knowledge. However, no…”
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Conference Proceeding -
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Coconut: sortable summarizations for scalable indexes over static and streaming data series
Published in The VLDB journal (01-12-2019)“…Many modern applications produce massive streams of data series that need to be analyzed, requiring efficient similarity search operations. However, the…”
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4
High-Dimensional Similarity Search for Scalable Data Science
Published in 2021 IEEE 37th International Conference on Data Engineering (ICDE) (01-04-2021)“…Similarity search is a core operation of many critical data science applications, involving massive collections of high-dimensional objects. Similarity search…”
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Conference Proceeding -
5
Generating data series query workloads
Published in The VLDB journal (01-12-2018)“…Data series (including time series) has attracted lots of interest in recent years. Most of the research has focused on how to efficiently support similarity…”
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Journal Article -
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Monitoring Strategic Business Goals with Argus
Published in 2015 IEEE 19th International Enterprise Distributed Object Computing Conference (01-09-2015)“…Business analytics has emerged in the past decade as a top concern for business executives world-wide, surpassing earlier top concerns such as supply chain…”
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Conference Proceeding Journal Article -
7
Hercules Against Data Series Similarity Search
Published 26-12-2022“…Proc. VLDB Endow. 15(10): 2005-2018 (2022) We propose Hercules, a parallel tree-based technique for exact similarity search on massive disk-based data series…”
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Journal Article -
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Coconut: sortable summarizations for scalable indexes over static and streaming data series
Published 19-06-2020“…Many modern applications produce massive streams of data series that need to be analyzed, requiring efficient similarity search operations. However, the…”
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Journal Article -
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Coconut: a scalable bottom-up approach for building data series indexes
Published 19-06-2020“…Many modern applications produce massive amounts of data series that need to be analyzed, requiring efficient similarity search operations. However, the…”
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Journal Article -
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Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search
Published 19-06-2020“…Data series are a special type of multidimensional data present in numerous domains, where similarity search is a key operation that has been extensively…”
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Coconut Palm: Static and Streaming Data Series Exploration Now in your Palm
Published 19-06-2020“…Many modern applications produce massive streams of data series and maintain them in indexes to be able to explore them through nearest neighbor search…”
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Journal Article -
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The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art
Published 19-06-2020“…Increasingly large data series collections are becoming commonplace across many different domains and applications. A key operation in the analysis of data…”
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13
The Internals of the Data Calculator
Published 06-08-2018“…Data structures are critical in any data-driven scenario, but they are notoriously hard to design due to a massive design space and the dependence of…”
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Journal Article