Ata Kaban

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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 journal › Article › peer-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 journal › Article › peer-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 proceeding › Conference 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 journal › Article › peer-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 proceeding › Conference 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 journal › Article › peer-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 proceeding › Conference 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 proceeding › Conference 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 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. 2018
  14. E-pub ahead of print

    Tighter guarantees for the compressive multi-layer perceptron

    Ata Kaban, 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 proceeding › Conference contribution

  15. Published

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

    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 proceeding › Conference contribution

  16. 2017
  17. 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 proceeding › Conference contribution

  18. 2016
  19. E-pub ahead of print

    How effective is Cauchy-EDA in high dimensions?

    Bob Durrant & Ata Kaban, 21 Nov 2016, Proceedings of the IEEE Congress on Evolutionary Computation 2016. Institute of Electrical and Electronics Engineers (IEEE), 8 p. 16557

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

  20. E-pub ahead of print

    Large scale continuous EDA using mutual information

    Ata Kaban, 21 Nov 2016, Proceedings of the IEEE Congress on Evolutionary Computation. Institute of Electrical and Electronics Engineers (IEEE), 8 p. 16598

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

  21. E-pub ahead of print

    Finding small sets of random fourier features for shift-invariant kernel approximation

    Frank-Michael Schleif, Ata Kaban & Peter Tino, 9 Sep 2016, Artificial Neural Networks in Pattern Recognition - 7th IAPR TC3 Workshop, ANNPR 2016, Proceedings. Springer Verlag, Vol. 9896 LNAI. p. 42-54 13 p. (Lecture Notes in Computer Science; vol. 9896 LNAI).

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

  22. Published

    Toward large-scale continuous EDA: a random matrix theory perspective

    Ata Kaban & Bob Durrant, 13 Jun 2016, In: Evolutionary Computation. 24, 2, p. 255-291 37 p.

    Research output: Contribution to journal › Article › peer-review

  23. 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

  24. Published

    Non-asymptotic analysis of compressive Fisher discriminants in terms of the effective dimension

    Ata Kaban, 25 Feb 2016, p. 17-32. 16 p.

    Research output: Contribution to conference (unpublished) › Paper › peer-review

  25. Published

    REMEDA: Random Embedding EDA for optimising functions with intrinsic dimension

    Ata Kaban, 2016, Parallel Problem Solving from Nature – PPSN XIV: 14th International Conference, Edinburgh, UK, September 17-21, 2016, Proceedings. Springer, p. 859-868 10 p. (Lecture Notes in Computer Science; vol. 9921).

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

  26. 2015
  27. Published

    Improved bounds on the dot product under random projection and random sign projection

    Ata Kaban, 10 Aug 2015, KDD '15 Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. New York: Association for Computing Machinery (ACM), p. 487-496 10 p.

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

  28. Published

    Heavy Tails with Parameter Adaptation in Random Projection based Continuous EDA

    Ata Kaban, 25 May 2015, 2015 IEEE Congress on Evolutionary Computation (CEC). Institute of Electrical and Electronics Engineers (IEEE), p. 2074-2081

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

  29. Published

    Random projections as regularizers: learning a linear discriminant from fewer observations than dimensions

    Bob Durrant & Ata Kaban, 1 May 2015, In: Machine Learning. 99, 2, p. 257-286 30 p.

    Research output: Contribution to journal › Article › peer-review

  30. Published

    Second International Workshop on High Dimensional Data Mining (HDM 2014) Preface

    Ata Kaban, Frank-Michael Schleif, 26 Jan 2015, 14th IEEE International Conference on Data Mining Workshops, ICDMW 2014, Proceedings. Institute of Electrical and Electronics Engineers (IEEE), p. xxxvi-xxxvii

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

  31. Published

    Quantum behaved particle swarm optimization for data clustering with multiple objectives

    Ata Kaban, 12 Jan 2015, 6th International Conference on Soft Computing and Pattern Recognition, SoCPaR 2014. Institute of Electrical and Electronics Engineers (IEEE), p. 215-220 6 p. 7008008

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

  32. Published

    Special issue on advances in learning with label noise

    Ata Kaban, 2015, In: Neurocomputing.

    Research output: Contribution to journal › Editorial › peer-review

  33. 2014
  34. Published

    Learning kernel logistic regression in the presence of class label noise

    Ata Kaban, 1 Nov 2014, In: Pattern Recognition. 47, 11, p. 3641-3655 15 p.

    Research output: Contribution to journal › Article › peer-review

  35. Published

    New Bounds on Compressive Linear Least Squares Regression

    Ata Kaban, 2 Apr 2014, Proceedings of the Seventeenth International Conference on Artificial Intelligence and Statistics. Kaski, S. & Corander, J. (eds.). JMLR , Vol. 33. p. 448-456 (JMLR Workshop and Conference Proceedings).

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

  36. Published

    Multivariate cauchy EDA optimisation

    Ata Kaban, 2014, Intelligent Data Engineering and Automated Learning : IDEAL 2014 15th International Conference, Salamanca, Spain, September 10-12, 2014. Proceedings. Corchado, E., Lozano, J. A., Quintián, H. & Yin, H. (eds.). Springer, Vol. 8669 LNCS. p. 449-456 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8669 LNCS).

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

  37. 2013
  38. Published

    Classification of mislabelled microarrays using robust sparse logistic regression

    Ata Kaban, 1 Apr 2013, In: Bioinformatics. 29, 7, p. 870-877

    Research output: Contribution to journal › Article › peer-review

  39. 2012
  40. Published

    Single-frame image recovery using a Pearson type VII MRF

    Ata Kaban, 15 Mar 2012, In: Neurocomputing. 80, p. 111-118 8 p.

    Research output: Contribution to journal › Article

  41. Published

    Non-Parametric Detection of Meaningless Distances in High Dimensional Data

    Ata Kaban, 1 Mar 2012, In: Statistics and Computing. 22, 2, p. 375-385 11 p.

    Research output: Contribution to journal › Article

  42. 2011
  43. Published

    Subspace adaptiveness of compressive Fisher's linear discriminant classifier

    Ata Kaban & Bob Durrant, 1 Dec 2011, p. 73. 1 p.

    Research output: Contribution to conference (unpublished) › Abstract

  44. Published

    A tight bound on the performance of Fisher’s linear discriminant in randomly projected data spaces

    Bob Durrant & Ata Kaban, 9 Sep 2011, In: Pattern Recognition Letters.

    Research output: Contribution to journal › Article

  45. Published

    Multi-class Classification in the Presence of Labelling Errors

    Ata Kaban, 27 Apr 2011, p. 345-350. 6 p.

    Research output: Contribution to conference (unpublished) › Paper

  46. Published

    On the Distance Concentration Awareness of Certain Data Reduction Techniques

    Ata Kaban, 1 Feb 2011, In: Pattern Recognition. 44, 2, p. 265-277 13 p.

    Research output: Contribution to journal › Article

  47. 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

  48. 2010
  49. Published

    Robust Mixture Clustering Using Pearson Type VII Distribution

    Ata Kaban, 1 Dec 2010, In: Pattern Recognition Letters. 31, 16, p. 2447-2454 8 p.

    Research output: Contribution to journal › Article

  50. 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

  51. Published

    A Fast Algorithm for Robust Mixtures in the Presence of Measurement Errors

    Ata Kaban, 1 Aug 2010, In: IEEE Transactions on Neural Networks. 21, 8, p. 1206-1220 15 p.

    Research output: Contribution to journal › Article

  52. Published

    Single-frame Image Super-resolution using a Pearson Type VII MRF

    Ata Kaban, 1 Aug 2010, p. 29-34. 6 p.

    Research output: Contribution to conference (unpublished) › Paper

  53. Published

    Compressed Fisher Linear Discriminant Analysis: Classification of Randomly Projected Data

    Bob Durrant & Ata Kaban, 28 Jul 2010, p. 1119-1128. 10 p.

    Research output: Contribution to conference (unpublished) › Paper

  54. 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

  55. 2009
  56. Published

    When is 'nearest neighbour' meaningful: A converse theorem and implications

    Bob Durrant & Ata Kaban, 1 Aug 2009, In: Journal of Complexity. 25, 4, p. 385-397 13 p.

    Research output: Contribution to journal › Article

  57. Published

    Lq-regularised sparse classifiers: A PAC-Bayes analysis

    Ata Kaban, 1 Apr 2009.

    Research output: Contribution to conference (unpublished) › Abstract

  58. Published

    Bayesian Learning of Genetic Network Structure in the Space of Differential Equation Models

    Ata Kaban, 1 Mar 2009.

    Research output: Contribution to conference (unpublished) › Abstract

  59. Published

    The aspect Bernoulli model: multiple causes of presences and absences

    Ata Kaban, 1 Feb 2009, In: Pattern Analysis and Applications. 12, 1, p. 55-78 24 p.

    Research output: Contribution to journal › Article

  60. 2008
  61. Published

    Factorisation and denoising of 0–1 data: A variational approach

    Ata Kaban, 1 Jun 2008, In: Neurocomputing. 71, 10-12, p. 2291-2308 18 p.

    Research output: Contribution to journal › Article

  62. Published

    A dynamic bibliometric model for identifying online communities

    Ata Kaban, 1 Feb 2008, In: Data Mining and Knowledge Discovery. 16, 1, p. 67-107 41 p.

    Research output: Contribution to journal › Article

  63. Published

    A Probabilistic Neighbourhood Translation Approach for Non-standard Text Categorisation

    Ata Kaban, 1 Jan 2008, p. 332-343. 12 p.

    Research output: Contribution to conference (unpublished) › Paper

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