Model Management Systems: Machine learning meets Database Systems

Forskningsresultat

Forskningsresultat per år 2021 2021 2022 2023

• 9 Konferensbidrag
• 2 Artikel
• 1 Konferenspapper

Forskningsresultat per år

Forskningsresultat per år

Sökresultat

• 2023

  Graph Summarization via Node Grouping: A Spectral Algorithm

  Merchant, A., Mathioudakis, M. & Wang, Y., feb. 2023, Proceedings of the Sixteenth ACM International Conference on Web Search and Data Mining. Association for Computing Machinery

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• 2022

  Rewiring What-to-Watch-Next Recommendations to Reduce Radicalization Pathways

  Fabbri, F., Wang, Y., Bonchi, F., Castillo, C. & Mathioudakis, M., apr. 2022, WWW'22: Proceedings of the ACM Web Conference 2022. Association for Computing Machinery, s. 2719–2728 10 s.

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• Robustness of Sketched Linear Classifiers to Adversarial Attacks

  Mahadevan, A., Merchant, A., Wang, Y. & Mathioudakis, M., okt. 2022, International Conference on Information and Knowledge Management (CIKM). Association for Computing Machinery, s. 4319-4323 5 s.

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• Scalably Using Node Attributes and Graph Structure for Node Classification

  Merchant, A., Mahadevan, A. & Mathioudakis, M., 30 juni 2022, I: Entropy. 24, 7, s. 511-522 18 s., 906.

  Forskningsoutput: Tidskriftsbidrag › Artikel › Vetenskaplig › Peer review

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• Streaming Algorithms for Diversity Maximization with Fairness Constraints

  Wang, Y., Fabbri, F. & Mathioudakis, M., 2 aug. 2022, 2022 IEEE 38TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE 2022): ICDE 2022. IEEE, s. 41-53 13 s. (IEEE International Conference on Data Engineering).

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• Succinct Graph Representations as Distance Oracles: An Experimental Evaluation

  Merchant, A., Gionis, A. & Mathioudakis, M., sep. 2022, I: Proceedings of the VLDB Endowment. 15, 11, s. 2297 - 2306 10 s.

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• Towards an Instance-Optimal Z-Index

  Pai, S. G., Mathioudakis, M. & Wang, Y., 5 sep. 2022. 4 s.

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• Workload-Aware Materialization of Junction Trees

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

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• 2021

  A Fully Dynamic Algorithm for k-Regret Minimizing Sets

  Wang, Y., Li, Y., Wong, R. C-W. & Tan, K-L., 2021, 2021 IEEE 37th International Conference on Data Engineering (ICDE). IEEE, s. 1631-1642 12 s. (IEEE International Conference on Data Engineering).

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• Fair and Representative Subset Selection from Data Streams

  Wang, Y., Fabbri, F. & Mathioudakis, M., 2021, Proceedings of the Web Conference 2021 (WWW '21). ACM, s. 1340–1350

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• Minimum Coresets for Maxima Representation of Multidimensional Data

  Wang, Y., Mathioudakis, M., Li, Y. & Tan, K-L., 2021, Proceedings of the 40th ACM SIGMOD-SIGACT-SIGAI Symposium on Principles of Database Systems (PODS '21). ACM, s. 138–152

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

  Aslay, C., Ciaperoni, M., Gionis, A. & Mathioudakis, M., 19 apr. 2021, 2021 IEEE 37th International Conference on Data Engineering (ICDE). s. 1152-1163 12 s. (IEEE International Conference on Data Engineering).

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