Ata Kaban

Publications

  1. 2020
  2. 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

  3. Accepted/In press

    Sufficient Ensemble Size for Random Matrix Theory based Handling of Singular Covariance Matrices

    Ata Kaban, 15 Apr 2020, (Accepted/In press) In : Analysis and Applications. 21 p.

    Research output: Contribution to journalArticle

  4. 2019
  5. Published
  6. 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

  7. 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

  8. 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

  9. 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

  10. 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

  11. 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

  12. 2018
  13. 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 proceedingConference contribution

  14. 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 proceedingConference contribution

  15. 2017
  16. 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

  17. 2016
  18. 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 proceedingConference contribution

  19. 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 proceedingConference contribution

  20. 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 proceedingConference contribution

  21. 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 journalArticle

  22. 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 proceedingConference contribution

  23. 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

  24. 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 proceedingConference contribution

  25. 2015
  26. 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 proceedingConference contribution

  27. 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 proceedingConference contribution

  28. 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 journalArticle

  29. 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 proceedingConference contribution

  30. 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 proceedingConference contribution

  31. Published

    Special issue on advances in learning with label noise

    Ata Kaban, 2015, In : Neurocomputing.

    Research output: Contribution to journalEditorial

  32. 2014
  33. 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 journalArticle

  34. 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 proceedingConference contribution

  35. 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 proceedingConference contribution

  36. 2013
  37. 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 journalArticle

  38. 2012
  39. 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 journalArticle

  40. 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 journalArticle

  41. 2011
  42. 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

  43. Published
  44. 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

  45. 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 journalArticle

  46. Published
  47. 2010
  48. 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 journalArticle

  49. 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 proceedingConference contribution

  50. 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 journalArticle

  51. 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

  52. 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

  53. Published

    Flip Probabilities for Random Projections of θ-Separated Vectors

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

    Research output: Book/ReportCommissioned report

  54. 2009
  55. 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 journalArticle

  56. Published

    Lq-regularised sparse classifiers: A PAC-Bayes analysis

    Ata Kaban, 1 Apr 2009.

    Research output: Contribution to conference (unpublished)Abstract

  57. 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

  58. 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 journalArticle

  59. 2008
  60. 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 journalArticle

  61. 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 journalArticle

  62. 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

  63. Published

    A norm-concentration argument for non-convex regularization

    Ata Kaban & Bob Durrant, 1 Jan 2008.

    Research output: Contribution to conference (unpublished)Abstract

  64. Published

    Learning with L q 

    Ata Kaban, Bob Durrant, 1 Jan 2008, p. 580-596. 17 p.

    Research output: Contribution to conference (unpublished)Paper

  65. 2007
  66. Published

    Robust visual mining of data with error information

    Jianyong Sun, Ata Kaban & Somak Raychaudhury, 1 Sep 2007, p. 573-580. 8 p.

    Research output: Contribution to conference (unpublished)Paper

  67. Published

    On Bayesian Classification with Laplace Priors

    Ata Kaban, 15 Jul 2007, In : Pattern Recognition Letters. 28, 10, p. 1271-1282 12 p.

    Research output: Contribution to journalArticle

  68. Published

    Robust mixtures in the presence of measurement errors

    Jianyong Sun, Ata Kaban & Somak Raychaudhury, 1 Jun 2007, p. 847-854. 8 p.

    Research output: Contribution to conference (unpublished)Paper

  69. Published

    Predictive Modelling of Heterogeneous Sequence Collections by Topographic Ordering of Histories

    Ata Kaban, 23 May 2007, In : Machine Learning. 68, 1, p. 63-95 33 p.

    Research output: Contribution to journalArticle

  70. Published

    Variational Learning for Rectified Factor Analysis

    Ata Kaban, 1 Mar 2007, In : Signal Processing. 87, 3, p. 509-527 19 p.

    Research output: Contribution to journalArticle

  71. Published
  72. 2006
  73. Published
  74. Published

    Deconvolutive clustering of Markov states

    Ata Kaban & Xu Wang, 1 Jan 2006, p. 246-257. 12 p.

    Research output: Contribution to conference (unpublished)Paper

  75. Published

    Factorisation of Positive Valued Functions for Analysing Galaxy Spectra

    Ata Kaban, Louisa Nolan, Somak Raychaudhury, 1 Jan 2006, p. 77-80. 4 p.

    Research output: Contribution to conference (unpublished)Paper

  76. Published

    ICA-based Binary Feature Construction

    Ata Kaban, 1 Jan 2006, p. 140-148. 9 p.

    Research output: Contribution to conference (unpublished)Paper

  77. Published

    Model-based Estimation of Word Saliency in Text

    Ata Kaban, 1 Jan 2006, p. 279-290. 12 p.

    Research output: Contribution to conference (unpublished)Paper

  78. Published

    On class visualisation for high dimensional data: Exploring scientific data sets

    Ata Kaban, Jianyong Sun, Somak Raychaudhury, Louisa Nolan, 1 Jan 2006, p. 125-136. 12 p.

    Research output: Contribution to conference (unpublished)Paper

  79. Published

    State Aggregation in Higher-Order Markov Chains for Finding Online Communities

    Ata Kaban, 1 Jan 2006, p. 1023-1030. 8 p.

    Research output: Contribution to conference (unpublished)Paper

  80. 2005
  81. Published

    Sequential Activity Profiling: Latent Dirichlet Allocation of Markov Chains

    Ata Kaban, 1 May 2005, In : Data Mining and Knowledge Discovery. 10, 3, p. 175-196 22 p.

    Research output: Contribution to journalArticle

  82. Published

    A Scalable Generative Topographic Mapping for Sparse Data Sequences

    Ata Kaban, 1 Jan 2005, p. 51-56. 6 p.

    Research output: Contribution to conference (unpublished)Paper

  83. Published

    A Variational Bayesian Method for Rectified Factor Analyisis

    Ata Kaban, 1 Jan 2005, p. 185-190. 6 p.

    Research output: Contribution to conference (unpublished)Paper

  84. Published

    Finding Uninformative Features in Binary Data

    Ata Kaban, 1 Jan 2005.

    Research output: Contribution to conference (unpublished)Paper

  85. Published
  86. Published

    Finding uninformative features in binary data

    Xu Wang & Ata Kaban, 1 Jan 2005, In : Lecture Notes in Computer Science. 3578, p. 40-47 8 p.

    Research output: Contribution to journalArticle

  87. Published

    Finding young stellar populations in elliptical galaxies from independent components of optical spectra

    Ata Kaban, Louisa Nolan & Somak Raychaudhury, 1 Jan 2005, Proceedings of the Fifth SIAM International Conference on Data Mining. p. 183-194 12 p.

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

  88. Published
  89. Published
  90. 2004
  91. Published

    A generative probabilistic approach to visualising sets of symbolic sequences

    Peter Tino, Ata Kaban, 1 Jan 2004, p. 701-706. 6 p.

    Research output: Contribution to conference (unpublished)Paper

  92. Published

    Context-based identification of user communites from internet chat

    Ata Kaban, 1 Jan 2004, p. 3287-3292. 6 p.

    Research output: Contribution to conference (unpublished)Paper

  93. Published

    Learning to read between the lines: The aspect bernoulli model

    Ata Kaban, 1 Jan 2004.

    Research output: Contribution to conference (unpublished)Paper

  94. 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/ReportBook

  95. 2003
  96. Published

    An adaptive novelty detection approach to low level analysis of images corrupted by mixed noise

    Ata Kaban, 1 Jan 2003, p. 570-577. 8 p.

    Research output: Contribution to conference (unpublished)Paper

  97. Published

    On Equivalence Between PLSI and IDA

    Ata Kaban, 1 Jan 2003, p. 433-434. 2 p.

    Research output: Contribution to conference (unpublished)Paper

  98. Published

    Topic Identification in Dynamical Text by Complexity Pursuit

    Ata Kaban, 1 Jan 2003, In : Neural Processing Letters. 17, p. 69-83 15 p.

    Research output: Contribution to journalArticle

  99. 2002
  100. Published

    A Dynamic Probabilistic Model to Visualise Topic Evolution in Text Streams

    Ata Kaban, 1 Jan 2002, In : Journal of Intelligent Information Systems. 18, 2/3, p. 107-125 19 p.

    Research output: Contribution to journalArticle

  101. Published

    A general framework for a principled hierarchial visualisation of multivariate data

    Ata Kaban, Peter Tino, 1 Jan 2002, p. 518-523. 6 p.

    Research output: Contribution to conference (unpublished)Paper

  102. Published

    A general framework for a principled hierarchical visualisation of multivariate data

    Ata Kaban, 1 Jan 2002, p. LNCS 17-23.

    Research output: Contribution to conference (unpublished)Paper

  103. Published

    Fast extraction of semantic features from a latent semantic indexed corpus

    Ata Kaban, 1 Jan 2002, In : Neural Processing Letters. 15, 1, p. 31-43 13 p.

    Research output: Contribution to journalArticle

  104. Published
  105. 2001
  106. Published