Ata Kaban

Publications

  1. 2019
  2. Accepted/In press

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

    Sanyang, M. & Ata Kaban, 20 Sep 2019, (Accepted/In press) In : Journal of Computer Science and Technology. 21 p.

    Research output: Contribution to journalArticle

  3. 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 journalArticle

  4. 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

  5. Accepted/In press

    Fast Rates for a kNN Classifier Robust to Unknown Asymmetric Label Noise

    Henry Reeve & Ata Kaban, 22 Apr 2019, (Accepted/In press) Proceedings of the Thirty-sixth International Conference on Machine Learning (ICML 2019). (The Proceedings of Machine Learning Research ; vol. 97).

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

  6. Accepted/In press

    Compressive Learning of Multi-layer Perceptrons: An Error Analysis

    Ata Kaban, 7 Mar 2019, (Accepted/In press) Proceedings of 2019 International Joint Conference on Neural Networks (IJCNN) . IEEE Computer Society Press, 7 p.

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

  7. 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

  8. 2018
  9. E-pub ahead of print

    Tighter guarantees for the compressive multi-layer perceptron

    Ata Kaban & Thummanusarn, Y., 22 Nov 2018, Theory and Practice of Natural Computing: 7th International Conference, TPNC 2018 Dublin, Ireland, December 12–14, 2018 Proceedings. Fagan, D., Martín-Vide, C., O’Neill, M. & A. Vega-Rodríguez, M. (eds.). Springer, p. 388-400 13 p. (Lecture Notes in Computer Science).

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

  10. Accepted/In press

    Dimension-free error bounds from random projections

    Ata Kaban, 31 Oct 2018, (Accepted/In press) Thirty Third AAAI Conference on Artificial Intelligence (AAAI-19). AAAI Press, 8 p.

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

  11. Published

    Joint blind source separation and declipping: a geometric approach for time disjoint sources

    Turl, A. & Ata Kaban, 18 Jun 2018, 2017 IEEE International Symposium on Signal Processing and Information Technology (ISSPIT) (2017). Institute of Electrical and Electronics Engineers (IEEE), p. 220-225 6 p.

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

  12. 2017
  13. Accepted/In press

    On Compressive Ensemble Induced Regularisation: How Close is the Finite Ensemble Precision Matrix to the Infinite Ensemble?

    Ata Kaban, 24 Jul 2017, (Accepted/In press) Proceedings of 28th International Conference on Algorithmic Learning Theory (ALT 2017). JMLR , 15 p. (Proceedings of Machine Learning Research; vol. 76).

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

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