Ata Kaban

Research output

Research output per year 2001 2002 2005 2006 2007 2008 2010 2011 2015 2016 2019 2023 2024

• 35 Article
• 25 Paper
• 24 Conference contribution
• 4 Abstract
• 6 More
  • 2 Commissioned report
  • 2 Working paper
  • 1 Book
  • 1 Editorial

Research output per year

Research output per year

Search results

• 2023

  Noise-efficient learning of differentially private partitioning machine ensembles

  Huang, Z., Lei, Y. & Kaban, A., 17 Mar 2023, Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2022, Grenoble, France, September 19–23, 2022, Proceedings, Part IV. Amin, M-R., Canu, S., Fischer, A., Guns, T., Novak, P. K. & Tsoumakas, G. (eds.). 1 ed. Cham: Springer, p. 587–603 17 p. (Lecture Notes in Computer Science; vol. 13716).

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

  Open Access

  File

  • Supervised learning 100%
  • Decision trees 91%
  • Labels 80%
  • Sampling 66%
  • Set theory 60%
  35 Downloads (Pure)

• Toward Better PAC-Bayes Bounds for Uniformly Stable Algorithms

  Zhou, S., Lei, Y. & Kaban, A., 2 Nov 2023, (E-pub ahead of print) Advances in Neural Information Processing Systems: NeurIPS 2023. 23 p. (Advances in Neural Information Processing Systems).

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

  Open Access

  File

  • Bayes 100%
  • Coordinate Descent 42%
  • Stochastic Gradient 41%
  • Gradient Descent 38%
  • Dependent Random Variables 36%
  8 Downloads (Pure)
• 2020

  Optimistic Bounds for Multi-output Prediction

  Reeve, H. W. J. & Kaban, A., 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

  • Labels 100%
  • Machine learning 86%
  • Set theory 75%
• 2019

  Classification with unknown class-conditional label noise on non-compact feature spaces

  Reeve, H. W. J. & Kaban, A., 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

  Open Access

  File

  • Feature Space 100%
  • Extremum 76%
  • Regression Function 75%
  • Learning Rate 50%
  • Unknown 47%
  101 Downloads (Pure)

• Compressive learning of multi-layer perceptrons: an error analysis

  Kaban, A., 30 Sept 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

  Open Access

  File

  • Feedforward neural networks 100%
  • Multilayer neural networks 92%
  • Error analysis 83%
  • Chemical activation 80%
  • Machine learning 66%
  321 Downloads (Pure)

• Dimension-free error bounds from random projections

  Kaban, A., 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

  Open Access

  File

  • Geometry 100%
  2 Citations (Scopus)

  196 Downloads (Pure)

• Exploiting geometric structure in mixture proportion estimation with generalised Blanchard-Lee-Scott estimators

  Reeve, H. W. J. & Kaban, A., 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

  Open Access

  File

  • Hilbert spaces 100%
  • Labels 63%
  • Anomaly detection 39%
  • Geometry 22%
  63 Downloads (Pure)

• Fast rates for a kNN classifier robust to unknown asymmetric label noise

  Reeve, H. W. J. & Kaban, A., 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

  Open Access

  File

  • Labels 100%
  • Classifiers 83%
  100 Downloads (Pure)
• 2018

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

  Turl, A. & Kaban, A., 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

  • Blind source separation 100%
  • Source separation 72%
  • Geometry 34%
  • Convex optimization 29%
  • Recovery 19%
  1 Citation (Scopus)

• Tighter guarantees for the compressive multi-layer perceptron

  Kaban, A. & Thummanusarn, Y., 22 Nov 2018, (E-pub ahead of print) 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

  Open Access

  File

  • Multilayer neural networks 100%
  • Compressed sensing 55%
  • Feedforward neural networks 53%
  • Neurons 44%
  • Chemical activation 43%
  1 Citation (Scopus)

  267 Downloads (Pure)
• 2017

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

  Kaban, A., 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

  • matrix 100%
  • norm 81%
  • tolerance 74%
  • analysis 11%
• 2016

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

  Kaban, A., 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

  Open Access

  File

  • Entropy 100%
  • Geometry 72%
  • Labels 50%
  • Computer simulation 32%
  35 Downloads (Pure)

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

  Schleif, F. M., Kaban, A. & Tino, P., 9 Sept 2016, (E-pub ahead of print) 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

  • kernel 100%
  • Invariant 81%
  • Approximation 74%
  • Costs 55%
  • Machine learning 53%
  1 Citation (Scopus)

• How effective is Cauchy-EDA in high dimensions?

  Sanyang, M., Durrant, R. & Kaban, A., 21 Nov 2016, (E-pub ahead of print) 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

  Open Access

  File

  • Experiments 100%
  3 Citations (Scopus)

  211 Downloads (Pure)

• Large scale continuous EDA using mutual information

  Xu, Q., Sanyang, M. & Kaban, A., 21 Nov 2016, (E-pub ahead of print) 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

  Open Access

  File

  • Gaussian distribution 100%
  • Information use 50%
  4 Citations (Scopus)

  264 Downloads (Pure)

• REMEDA: Random Embedding EDA for optimising functions with intrinsic dimension

  Sanyang, M. & Kaban, A., 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

  Open Access

  File

  • Embeddings (Algorithms) 100%
  • Population Density 33%
  4 Citations (Scopus)

  266 Downloads (Pure)
• 2015

  Heavy Tails with Parameter Adaptation in Random Projection based Continuous EDA

  Sanyang, M. L. & Kaban, A., 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

  • Set theory 100%
  • Experiments 55%
  7 Citations (Scopus)

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

  Kaban, A., 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

  • Data mining 100%
  • Dimensionality reduction 65%
  • Information retrieval 58%
  • Machine learning 44%
  • Classifiers 42%
  12 Citations (Scopus)

• Quantum behaved particle swarm optimization for data clustering with multiple objectives

  Al-Baity, H., Meshoul, S., Kaban, A. & Al Safadi, L., 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

  • Data Clustering 100%
  • Particle Swarm Optimization 96%
  • Multiple Objectives 89%
  • Clustering 63%
  • Cluster Validity 57%
  2 Citations (Scopus)

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

  Kaban, A., Schleif, F. M. & Villmann, T., 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
• 2014

  Multivariate cauchy EDA optimisation

  Sanyang, M. L. & Kaban, A., 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

  • Estimation of Distribution Algorithms 100%
  • Cauchy 56%
  • Optimization 47%
  • Cauchy Distribution 35%
  • Univariate 31%
  5 Citations (Scopus)

• New Bounds on Compressive Linear Least Squares Regression

  Kaban, A., 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

  Open Access
  24 Citations (Scopus)
• 2010

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

  Durrant, R. & Kaban, A., 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

  • Classifiers 100%
  • Dimensionality reduction 77%
  1 Citation (Scopus)
• 2005

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

  Kaban, A., Nolan, L. & Raychaudhury, S., 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 proceeding › Conference contribution

  4 Citations (Scopus)