Model Management Systems: Machine learning meets Database Systems

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  • 2022

    Clustering with Fair-Center Representation: Parameterized Approximation Algorithms and Heuristics

    Thejaswi, S., Gadekar, A., Ordozgoiti, B. & Osadnik, M., 14 Aug 2022, KDD 2022 - Proceedings of the 28th ACM SIGKDD Conference on Knowledge Discovery and Data Mining. ACM, p. 1749-1759 11 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    Open Access
  • Generalized Leverage Scores: Geometric Interpretation and Applications

    Ordozgoiti, B., Matakos, A. & Gionis, A., 2022, Proceedings of the 39th International Conference on Machine Learning. p. 17056-17070 (Proceedings of Machine Learning Research ; vol. 162).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    Open Access
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    5 Downloads (Pure)
  • Workload-Aware Materialization of Junction Trees

    Ciaperoni, M., Aslay, C., Gionis, A. & Mathioudakis, M., 2022, Proceedings 25th International Conference on Extending Database Technology (EDBT 2022). OpenProceedings.org, p. 65–77 13 p. (Advances in Database Technology; vol. 25).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    Open Access
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    9 Downloads (Pure)
  • 2021

    Diversity-Aware k-median: Clustering with Fair Center Representation

    Thejaswi, S., Ordozgoiti, B. & Gionis, A., 2021, Machine Learning and Knowledge Discovery in Databases. Research Track - European Conference, ECML PKDD 2021, Proceedings. Oliver, N., Pérez-Cruz, F., Kramer, S., Read, J. & Lozano, J. A. (eds.). p. 765-780 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12976 LNAI).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    Open Access
  • Workload-aware materialization for efficient variable elimination on Bayesian networks

    Aslay, C., Ciaperoni, M., Gionis, A. & Mathioudakis, M., Apr 2021, Proceedings - 2021 IEEE 37th International Conference on Data Engineering, ICDE 2021. IEEE Computer Society, p. 1152-1163 12 p. 9458677. (Proceedings - International Conference on Data Engineering; vol. 2021-April).

    Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

    Open Access
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    1 Citation (Scopus)
    30 Downloads (Pure)