Ata Kaban
Publications
- 2020
- 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
- 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
- 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
- 2019
- 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
- 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-20494Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 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
- 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
- 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
- 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
- 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
- 2018
- 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
- 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
- 2017
- 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
- 2016
- 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. 16557Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 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. 16598Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 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
- 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
- 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
- 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
- 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
- 2015
- 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
- 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. 2074-2081Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 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
- 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-xxxviiResearch output: Chapter in Book/Report/Conference proceeding › Conference contribution
- 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. 7008008Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
- Published
Special issue on advances in learning with label noise
Ata Kaban, 2015, In: Neurocomputing.Research output: Contribution to journal › Editorial › peer-review
- 2014
- 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
- 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
- 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
- 2013
- Published
Classification of mislabelled microarrays using robust sparse logistic regression
Ata Kaban, 1 Apr 2013, In: Bioinformatics. 29, 7, p. 870-877Research output: Contribution to journal › Article › peer-review
- 2012
- 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
- 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
- 2011
- 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
- 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
- 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
- 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
- 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
- 2010
- 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
- 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
- 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
- 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
- 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
- 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
- 2009
- 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
- Published
Lq-regularised sparse classifiers: A PAC-Bayes analysis
Ata Kaban, 1 Apr 2009.Research output: Contribution to conference (unpublished) › Abstract
- 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
- 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
- 2008
- 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
- 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
- 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