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Collaborations and top research areas from the last five years
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Learning to Sample in Stochastic Optimization
Zhou, S., Lei, Y. & Kaban, A., 25 Jul 2025, Proceedings of the Forty-first Conference on Uncertainty in Artificial Intelligence. Chiappa, S. & Magliacane, S. (eds.). PMLR, p. 5099-5115 17 p. (Proceedings of Machine Learning Research; vol. 286).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile8 Downloads (Pure) -
PAC–Bayes Guarantees for Data-Adaptive Pairwise Learning
Zhou, S., Lei, Y. & Kabán, A., 8 Aug 2025, In: Entropy. 27, 8, 26 p., 845.Research output: Contribution to journal › Article › peer-review
Open AccessFile33 Downloads (Pure) -
A Bhattacharyya-type conditional error bound for quadratic discriminant analysis
Kaban, A. & Palias, E., Dec 2024, In: Methodology and Computing in Applied Probability. 26, 4, 17 p., 38.Research output: Contribution to journal › Article › peer-review
Open AccessFile46 Downloads (Pure) -
Compressive Mahalanobis Metric Learning Adapts to Intrinsic Dimension
Palias, E. & Kaban, A., 9 Sept 2024, 2024 International Joint Conference on Neural Networks (IJCNN). IEEE, 8 p. 10649958. (Proceedings of International Joint Conference on Neural Networks).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile298 Downloads (Pure) -
Efficient Learning with Projected Histograms
Huang, Z., Kaban, A. & Reeve, H., 1 Sept 2024, (E-pub ahead of print) In: Data Mining and Knowledge Discovery.Research output: Contribution to journal › Article › peer-review
Open AccessFile69 Downloads (Pure)
Projects
- 5 Finished
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FORGING: Fortuitous Geometries and Compressive Learning
Kaban, A. (Principal Investigator)
Engineering & Physical Science Research Council
9/01/17 → 8/01/23
Project: Research Councils
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Discipline Hopping Award: Generative-discriminative Hybrids for Disease Prediction & Cell Communication Modelling
Kaban, A. (Principal Investigator)
22/09/08 → 21/09/09
Project: Research Councils
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Designer Algorithms for Astronomical Data Mining
Ponman, T. (Principal Investigator), Yao, X. (Co-Investigator), Chaplin, B. (Co-Investigator), Claridge, E. (Co-Investigator), Kaban, A. (Co-Investigator), Raychaudhury, S. (Co-Investigator), Sexton, A. (Co-Investigator), Stevens, I. (Co-Investigator) & Tino, P. (Co-Investigator)
SCIENCE & TECHNOLOGY FACILITIES COUNCIL
9/05/05 → 8/05/08
Project: Research Councils
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Wellcome Trust VIP Award - Ata Kaban
Kaban, A. (Principal Investigator) & Tino, P. (Co-Investigator)
1/01/05 → 30/06/05
Project: Research