Ata Kaban

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Publications

  1. Book › Research
  2. Published

    Parallel Problem Solving from Nature (PPSN VIII)

    Xin Yao, John Bullinaria, Jon Rowe, Peter Tino, Ata Kaban, 1 Jan 2004, Springer.

    Research output: Book/Report › Book

  3. Commissioned report › Research
  4. Published

    A Comparison of the Moments of a Quadratic Form Involving Orthonormalised and Normalised Random Projection Matrices (CSR-11-04)

    Bob Durrant & Ata Kaban, 1 Jan 2011, Not Known.

    Research output: Book/Report › Commissioned report

  5. Published

    Flip Probabilities for Random Projections of θ-Separated Vectors

    Bob Durrant & Ata Kaban, 1 Jun 2010, Not Known.

    Research output: Book/Report › Commissioned report

  6. Conference contribution › Research
  7. Published

    A Bound on the Performance of LDA in Randomly Projected Data Spaces

    Bob Durrant & Ata Kaban, 26 Aug 2010, 2010 20th International Conference on Pattern Recognition (ICPR). Institute of Electrical and Electronics Engineers (IEEE), p. 4044-4047 4 p.

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  8. Published

    A New Look at Nearest Neighbours: Identifying Benign Input Geometries via Random Projections

    Ata Kaban, 25 Feb 2016, ACML 2015 Proceedings. JMLR , Vol. 45. p. 65-80 16 p. (Proceedings of Machine Learning Research; vol. 45).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

  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 proceeding › Conference contribution

  10. 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 proceeding › Conference contribution

  11. 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 proceeding › Conference 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 proceeding › Conference contribution

  13. 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 proceeding › Conference contribution

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