Computer Science - Large-scale Computing and Data Analysis (LSCA) - Research area

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  • 2025

    Clustering students’ text form feedback data: comparison of eight vector space models

    Hämäläinen, W., Rybicki, J.-M., Malmi, L., Jung, A. & Pollari-Malmi, K., 24 Jan 2025, ICBDE '24: Proceedings of the 2024 7th International Conference on Big Data and Education. New York: ACM, p. 57-64 8 p.

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

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  • Local problems in trees across a wide range of distributed models

    Dhar, A., Kujawa, E., Lievonen, H., Modanese, A., Müftüoglu, M., Studený, J. & Suomela, J., 8 Jan 2025, 28th International Conference on Principles of Distributed Systems (OPODIS 2024). Bonomi, S., Galletta, L., Rivière, E. & Schiavoni, V. (eds.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, p. 1-17 17 p. 27. (Leibniz International Proceedings in Informatics (LIPIcs); vol. 324).

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

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  • MassSpecGym : A benchmark for the discovery and identification of molecules

    Bushuiev, R., Bushuiev, A., de Jonge, N. F., Young, A., Kretschmer, F., Samusevich, R., Heirman, J., Wang, F., Zhang, L., Dührkop, K., Ludwig, M., Haupt, N. A., Kalia, A., Brungs, C., Schmid, R., Greiner, R., Wang, B., Wishart, D. S., Liu, L. P. & Rousu, J. & 10 others, Bittremieux, W., Rost, H., Mak, T. D., Hassoun, S., Huber, F., van der Hooft, J. J. J., Stravs, M. A., Böcker, S., Sivic, J. & Pluskal, T., 2025, Advances in Neural Information Processing Systems 37 (NeurIPS 2024). Curran Associates Inc., p. 1-18 18 p. (Advances in Neural Information Processing Systems).

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

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  • 2024

    Analysis of Total Variation Minimization for Clustered Federated Learning

    Jung, A., 2024, 32nd European Signal Processing Conference, EUSIPCO 2024 - Proceedings. European Association For Signal and Image Processing, p. 1027-1031 5 p. (European Signal Processing Conference).

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

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  • Brief Announcement: Local Advice and Local Decompression

    Balliu, A., Brandt, S., Kuhn, F., Nowicki, K., Olivetti, D., Rotenberg, E. & Suomela, J., 17 Jun 2024, PODC 2024 - Proceedings of the 2024 ACM Symposium on Principles of Distributed Computing. United States: ACM, p. 117-120 4 p.

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

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  • Distributed Binary Labeling Problems in High-Degree Graphs

    Lievonen, H., Picavet, T. & Suomela, J., 2024, Structural Information and Communication Complexity - 31st International Colloquium, SIROCCO 2024, Proceedings. Emek, Y. (ed.). Springer, p. 402-419 18 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14662 LNCS).

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

    1 Citation (Scopus)

  • No Distributed Quantum Advantage for Approximate Graph Coloring

    Coiteux-Roy, X., D'Amore, F., Gajjala, R., Kuhn, F., Le Gall, F., Lievonen, H., Modanese, A., Renou, M. O., Schmid, G. & Suomela, J., 10 Jun 2024, STOC 2024 - Proceedings of the 56th Annual ACM Symposium on Theory of Computing. Mohar, B., Shinkar, I. & O' Donnell, R. (eds.). ACM, p. 1901-1910 10 p.

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

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    4 Citations (Scopus)
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  • Supporting Opportunistic Data Operations for Data-Intensive Computational Applications

    Nguyen, M. T., Nguyen, A. D., Rantaharju, J., Puro, T., Rheinhardt, M., Korpi-Lagg, M. & Truong, H. L., 2024, Proceedings - 2024 IEEE International Conference on Big Data, BigData 2024. Ding, W., Lu, C.-T., Wang, F., Di, L., Wu, K., Huan, J., Nambiar, R., Li, J., Ilievski, F., Baeza-Yates, R. & Hu, X. (eds.). IEEE, p. 3735-3744 10 p. (IEEE International Conference on Big Data).

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

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  • Tenplex : Dynamic Parallelism for Deep Learning using Parallelizable Tensor Collections

    Wagenländer, M., Li, G., Zhao, B., Mai, L. & Pietzuch, P., 15 Nov 2024, SOSP 2024 - Proceedings of the 2024 ACM SIGOPS 30th Symposium on Operating Systems Principles. ACM, p. 195-210 16 p.

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

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    2 Citations (Scopus)
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  • 2023

    Brief Announcement : Distributed Derandomization Revisited

    Dahal, S., d'Amore, F., Lievonen, H., Picavet, T. & Suomela, J., Oct 2023, 37th International Symposium on Distributed Computing (DISC 2023). Oshman, R. (ed.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, p. 1-5 5 p. 40. (Leibniz International Proceedings in Informatics (LIPIcs); vol. 281).

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

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    1 Citation (Scopus)
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  • Distributed Half-Integral Matching and Beyond

    Dahal, S. & Suomela, J., 2023, Structural Information and Communication Complexity - 30th International Colloquium, SIROCCO 2023, Proceedings. Rajsbaum, S., Rajsbaum, S., Balliu, A., Olivetti, D. & Daymude, J. J. (eds.). Springer, p. 339-356 18 p. (Lecture Notes in Computer Science; vol. 13892).

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

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    1 Citation (Scopus)
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  • Fast Dynamic Programming in Trees in the MPC Model

    Gupta, C., Latypov, R., Maus, Y., Pai, S., Särkkä, S., Studený, J., Suomela, J., Uitto, J. & Vahidi, H., 17 Jun 2023, SPAA 2023 - Proceedings of the 35th ACM Symposium on Parallelism in Algorithms and Architectures. ACM, p. 443-453 11 p.

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

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    2 Citations (Scopus)
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  • HAIVAN: a Holistic ML Analytics Infrastructure for a Variety of Radio Access Networks

    Truong, L. & Nhu Trang, N. N., 2023, 2022 IEEE International Conference on Big Data (IEEE BigData 2022). Tsumoto, S., Ohsawa, Y., Chen, L., Van den Poel, D., Hu, X., Motomura, Y., Takagi, T., Wu, L., Xie, Y., Abe, A. & Raghavan, V. (eds.). IEEE, p. 2389-2393 5 p.

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

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  • Locality in Online, Dynamic, Sequential, and Distributed Graph Algorithms

    Akbari, A., Eslami, N., Lievonen, H., Melnyk, D., Särkijärvi, J. & Suomela, J., 5 Jul 2023, 50th International Colloquium on Automata, Languages, and Programming, ICALP 2023. Etessami, K., Feige, U. & Puppis, G. (eds.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 20 p. 10. (Leibniz International Proceedings in Informatics, LIPIcs; vol. 261).

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

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    4 Citations (Scopus)
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  • Mending Partial Solutions with Few Changes

    Melnyk, D., Suomela, J. & Villani, N., 1 Feb 2023, 26th International Conference on Principles of Distributed Systems, OPODIS 2022. Hillel, E., Palmieri, R. & Riviere, E. (eds.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 21. (Leibniz International Proceedings in Informatics, LIPIcs; vol. 253).

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

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  • Moreau Envelope ADMM for Decentralized Weakly Convex Optimization

    Mirzaeifard, R., Venkategowda, N. K. D., Jung, A. & Werner, S., 2023, 2023 Asia Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2023. IEEE, p. 1126-1130 5 p. (Proceedings / Asia-Pacific Signal and Information Processing Association Annual Summit and Conference APSIPA ASC).

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

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  • MSRL: Distributed Reinforcement Learning with Dataflow Fragments

    Zhu, H., Zhao, B., Chen, G., Chen, W., Chen, Y., Shi, L., Yang, Y., Pietzuch, P. & Chen, L., 2023, Proceedings of the 2023 USENIX Annual Technical Conference. USENIX -The Advanced Computing Systems Association, p. 977-993

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

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  • Sinkless Orientation Made Simple

    Balliu, A., Korhonen, J. H., Kühn, F., Lievonen, H., Olivetti, D., Pai, S., Paz, A., Rybicki, J., Schmid, S., Studený, J., Suomela, J. & Uitto, J., 12 Jan 2023, 2023 Symposium on Simplicity in Algorithms, SOSA 2023, Florence, Italy, January 23-25, 2023. Society for Industrial and Applied Mathematics

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

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  • Towards Model-Agnostic Federated Learning over Networks

    Jung, A., Abdurakhmanova, S., Kuznetsova, O. & Sarcheshmehpour, Y., 2023, 31st European Signal Processing Conference, EUSIPCO 2023 - Proceedings. European Association For Signal and Image Processing, p. 1614-1618 5 p. (European Signal Processing Conference).

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

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    1 Citation (Scopus)
  • 2022

    Brief Announcement: Temporal Locality in Online Algorithms

    Pacut, M., Parham, M., Rybicki, J., Schmid, S., Suomela, J. & Tereshchenko, A., 1 Oct 2022, 36th International Symposium on Distributed Computing, DISC 2022. Scheideler, C. (ed.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 3 p. 52. (Leibniz International Proceedings in Informatics, LIPIcs; vol. 246).

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

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  • Efficient Classification of Locally Checkable Problems in Regular Trees

    Balliu, A., Brandt, S., Chang, Y.-J., Olivetti, D., Studený, J. & Suomela, J., 2022, 36th International Symposium on Distributed Computing (DISC 2022). Scheideler, C. (ed.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, p. 1-19 8. (Leibniz International Proceedings in Informatics (LIPIcs); vol. 246).

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

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    3 Citations (Scopus)
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  • Learning to Predict Graphs with Fused Gromov-Wasserstein Barycenters

    Brogat-Motte, L., Flamary, R., Brouard, C., Rousu, J. & d'Alché-Buc, F., 2022, Proceedings of the 39th International Conference on Machine Learning, PMLR. JMLR, p. 2321-2335 (Proceedings of Machine Learning Research ; vol. 162).

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

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  • Local Mending

    Balliu, A., Hirvonen, J., Melnyk, D., Olivetti, D., Rybicki, J. & Suomela, J., 2022, Structural Information and Communication Complexity - 29th International Colloquium, SIROCCO 2022, Proceedings. Parter, M. (ed.). Springer, p. 1-20 20 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 13298 LNCS).

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

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    4 Citations (Scopus)

  • Sparse Matrix Multiplication in the Low-Bandwidth Model

    Gupta, C., Hirvonen, J., Korhonen, J. H., Studený, J. & Suomela, J., 11 Jul 2022, SPAA 2022 - Proceedings of the 34th ACM Symposium on Parallelism in Algorithms and Architectures. ACM, p. 435-444 10 p.

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

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    4 Citations (Scopus)
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  • 2021

    Brief announcement: Sinkless orientation is hard also in the supported LOCAL model

    Korhonen, J. H., Paz, A., Rybicki, J., Schmid, S. & Suomela, J., 1 Oct 2021, 35th International Symposium on Distributed Computing, DISC 2021. Gilbert, S. (ed.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 4 p. 58. (Leibniz International Proceedings in Informatics, LIPIcs; vol. 209).

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

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    1 Citation (Scopus)
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  • Distributed Graph Problems Through an Automata-Theoretic Lens

    Chang, Y.-J., Studený, J. & Suomela, J., 28 Jun 2021, Structural Information and Communication Complexity: 28th International Colloquium, SIROCCO 2021, Wrocław, Poland, June 28 – July 1, 2021, Proceedings. Jurdziński, T. & Schmid, S. (eds.). Springer, 31 p. (Lecture Notes in Computer Science; vol. 12810).

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

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    10 Citations (Scopus)
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  • Efficient load-balancing through distributed token dropping

    Brandt, S., Keller, B., Rybicki, J., Suomela, J. & Uitto, J., 6 Jul 2021, SPAA 2021 - Proceedings of the 33rd ACM Symposium on Parallelism in Algorithms and Architectures. ACM, p. 129-139 11 p. (Annual ACM Symposium on Parallelism in Algorithms and Architectures).

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

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    2 Citations (Scopus)

  • Federated learning from big data over networks

    Sarcheshmehpour, Y., Leinonen, M. & Jung, A., 2021, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. IEEE, Vol. 2021-June. p. 3055-3059 5 p. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

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

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    11 Citations (Scopus)

  • Flow-Based Clustering and Spectral Clustering: A Comparison

    Sarcheshmehpour, Y., Tian, Y., Zhang, L. & Jung, A., 2021, 55th Asilomar Conference on Signals, Systems and Computers, ACSSC 2021. Matthews, M. B. (ed.). IEEE, p. 1292-1296 5 p. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2021-October).

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

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    1 Citation (Scopus)
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  • Locally checkable labelings with small messages

    Balliu, A., Censor-Hillel, K., Maus, Y., Olivetti, D. & Suomela, J., 2021, 35th International Symposium on Distributed Computing, DISC 2021. Gilbert, S. (ed.). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, 18 p. 8. (Leibniz International Proceedings in Informatics (LIPIcs); vol. 209).

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

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    13 Citations (Scopus)
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  • 2020

    Clustering in Partially Labeled Stochastic Block Models via Total Variation Minimization

    Jung, A., 1 Nov 2020, Conference Record of the 54th Asilomar Conference on Signals, Systems and Computers, ACSSC 2020. Matthews, M. B. (ed.). IEEE, p. 731-735 5 p. 9443311. (Conference Record - Asilomar Conference on Signals, Systems and Computers; vol. 2020-November).

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

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    2 Citations (Scopus)
  • 2019

    Analysis of Network Lasso for Semi-Supervised Regression

    Jung, A. & Vesselinova, N., 2019, Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics (AISTATS) 2019, Naha, Okinawa, Japan. JMLR, p. 380-387 (Proceedings of Machine Learning Research; vol. 89).

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

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    2 Citations (Scopus)
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