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lirmm-02973633v2  Journal articles
Oleksandra Levchenko, Boyan Kolev, Djamel-Edine Yagoubi, Reza Akbarinia, Florent Masseglia et al.  BestNeighbor: Efficient Evaluation of kNN Queries on Large Time Series Databases
Knowledge and Information Systems (KAIS), Springer, In press, ⟨10.1007/s10115-020-01518-4⟩
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lirmm-02197618v1  Journal articles
Djamel-Edine Yagoubi, Reza Akbarinia, Florent Masseglia, Themis Palpanas. Massively Distributed Time Series Indexing and Querying
IEEE Transactions on Knowledge and Data Engineering, Institute of Electrical and Electronics Engineers, 2020, 32 (1), pp.108-120. ⟨10.1109/TKDE.2018.2880215⟩
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tel-01945348v1  Theses
Djamel-Edine Yagoubi. Massive distribution for indexing and mining time series
Numerical Analysis [cs.NA]. Université de Montpellier, 2018. English
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lirmm-01620125v1  Conference papers
Djamel-Edine Yagoubi, Reza Akbarinia, Florent Masseglia, Themis Palpanas. DPiSAX: Massively Distributed Partitioned iSAX
ICDM: International Conference on Data Mining, Nov 2017, New Orleans, United States. pp.1135-1140, ⟨10.1109/ICDM.2017.151⟩
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lirmm-01620154v1  Conference papers
Djamel-Edine Yagoubi, Reza Akbarinia, Florent Masseglia, Dennis Shasha. RadiusSketch: Massively Distributed Indexing of Time Series
DSAA: Data Science and Advanced Analytics, Oct 2017, Tokyo, Japan. pp.1-10
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lirmm-01886760v1  Conference papers
Oleksandra Levchenko, Djamel-Edine Yagoubi, Reza Akbarinia, Florent Masseglia, Boyan Kolev et al.  Spark-parSketch: A Massively Distributed Indexing of Time Series Datasets
CIKM: Conference on Information and Knowledge Management, Oct 2018, Turin, Italy. pp.1951-1954, ⟨10.1145/3269206.3269226⟩
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lirmm-02265726v1  Conference papers
Oleksandra Levchenko, Boyan Kolev, Djamel-Edine Yagoubi, Dennis Shasha, Themis Palpanas et al.  Distributed Algorithms to Find Similar Time Series
ECML-PKDD 2019 - European Conference on Machine Learning and Knowledge Discovery in Databases, Sep 2019, Wurtzbourg, Germany
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lirmm-01886794v1  Journal articles
Djamel-Edine Yagoubi, Reza Akbarinia, Boyan Kolev, Oleksandra Levchenko, Florent Masseglia et al.  ParCorr: efficient parallel methods to identify similar time series pairs across sliding windows
Data Mining and Knowledge Discovery, Springer, 2018, 32 (5), pp.1481-1507. ⟨10.1007/s10618-018-0580-z⟩
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tel-02148207v1  Theses
Djamel-Edine Yagoubi. Indexing and analysis of very large masses of time series
Other [cs.OH]. Université Montpellier, 2018. English. ⟨NNT : 2018MONTS084⟩