Ata Kaban

Publications

  1. 2020
  2. Accepted/In press

    Structure from Randomness in Halfspace Learning with the Zero-One Loss

    Ata Kaban, 15 Sep 2020, (Accepted/In press) In : Journal of Artificial Intelligence Research. 32 p.

    Research output: Contribution to journalArticlepeer-review

  3. Published

    Sufficient ensemble size for random matrix theory-based handling of singular covariance matrices

    Ata Kaban, 17 Jul 2020, In : Analysis and Applications. 18, 5, p. 929-950 22 p.

    Research output: Contribution to journalArticlepeer-review

  4. Accepted/In press

    Optimistic Bounds for Multi-output Prediction

    Henry Reeve & Ata Kaban, 1 Jun 2020, (Accepted/In press) 37th International Conference on Machine Learning (ICML 2020). 14 p.

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  5. 2019
  6. Published

    Large scale estimation of distribution algorithms with adaptive heavy tailed random projection ensembles

    Ata Kaban, 16 Nov 2019, In : Journal of Computer Science and Technology. 34, 6, p. 1241-1257 21 p.

    Research output: Contribution to journalArticlepeer-review

  7. Published

    Compressive learning of multi-layer perceptrons: an error analysis

    Ata Kaban, 30 Sep 2019, Proceedings of 2019 International Joint Conference on Neural Networks (IJCNN) . IEEE Computer Society Press, 7 p. N-20494

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  8. Published

    Robust randomized optimization with k nearest neighbors

    Henry Reeve & Ata Kaban, 1 Sep 2019, In : Analysis and Applications. 17, 5, p. 819-836 18 p.

    Research output: Contribution to journalArticlepeer-review

  9. Published

    Classification with unknown class-conditional label noise on non-compact feature spaces

    Henry Reeve & Ata Kaban, 17 Aug 2019, 32nd Annual Conference on Learning Theory (COLT 19). Proceedings of Machine Learning Research, Vol. 99. p. 2624-2651 28 p. (Proceedings of Machine Learning Research; vol. 99).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  10. Published

    Dimension-free error bounds from random projections

    Ata Kaban, 17 Jul 2019, Thirty Third AAAI Conference on Artificial Intelligence (AAAI-19). AAAI Press, p. 4049-4056 8 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 33, no. 1).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  11. Published

    Fast rates for a kNN classifier robust to unknown asymmetric label noise

    Henry Reeve & Ata Kaban, 15 Jun 2019, Proceedings of the Thirty-sixth International Conference on Machine Learning (ICML 2019). Vol. 97. p. 5401-5409 9 p. (The Proceedings of Machine Learning Research ; vol. 97).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

  12. Published

    Exploiting geometric structure in mixture proportion estimation with generalised Blanchard-Lee-Scott estimators

    Henry Reeve & Ata Kaban, 2019, 30th International Conference on Algorithmic Learning Theory (ALT'19). Proceedings of Machine Learning Research, p. 682-699 18 p. (Proceedings of Machine Learning Research; vol. 98).

    Research output: Chapter in Book/Report/Conference proceedingConference contribution

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