Model Management Systems: Machine learning meets Database Systems

  • 6 Conference article in proceedings
  • 3 Article

Search results

  • 2023

    Concise and interpretable multi-label rule sets

    Ciaperoni, M., Xiao, H. & Gionis, A., Dec 2023, In: Knowledge and Information Systems. 65, 12, p. 5657-5694 38 p.

    Research output: Contribution to journal › Article › Scientific › peer-review

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    1 Citation (Scopus)
    50 Downloads (Pure)
  • 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 proceeding › Conference article in proceedings › Scientific › peer-review

    Open Access
    3 Citations (Scopus)

  • Concise and interpretable multi-label rule sets

    Ciaperoni, M., Xiao, H. & Gionis, A., 2022, Proceedings - 22nd IEEE International Conference on Data Mining, ICDM 2022. Zhu, X., Ranka, S., Thai, M. T., Washio, T. & Wu, X. (eds.). IEEE, p. 71-80 10 p. (IEEE International Conference on Data Mining; vol. 2022-November).

    Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

    Open Access
    1 Citation (Scopus)

  • Generalized Leverage Scores: Geometric Interpretation and Applications

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

    Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

    Open Access
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    2 Citations (Scopus)
    41 Downloads (Pure)

  • Provable randomized rounding for minimum-similarity diversification

    Ordozgoiti, B., Mahadevan, A., Matakos, A. & Gionis, A., Mar 2022, In: Data Mining and Knowledge Discovery. 36, 2, p. 709-738

    Research output: Contribution to journal › Article › Scientific › peer-review

    Open Access
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    70 Downloads (Pure)

  • Strengthening ties towards a highly-connected world

    Matakos, A. & Gionis, A., Jan 2022, In: Data Mining and Knowledge Discovery. 36, 1, p. 448-476 29 p.

    Research output: Contribution to journal › Article › Scientific › peer-review

    Open Access
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    2 Citations (Scopus)
    67 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 proceeding › Conference article in proceedings › Scientific › peer-review

    Open Access
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    52 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.). Springer, 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 proceeding › Conference article in proceedings › Scientific › peer-review

    Open Access
    11 Citations (Scopus)

  • 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, p. 1152-1163 12 p. 9458677. (Proceedings - International Conference on Data Engineering; vol. 2021-April).

    Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceedings › Scientific › peer-review

    Open Access
    File
    1 Citation (Scopus)
    93 Downloads (Pure)