Rafael Poyiadzis
Rafael Poyiadzis
Verified email at bristol.ac.uk
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Year
FACE: Feasible and actionable counterfactual explanations
R Poyiadzi, K Sokol, R Santos-Rodriguez, T De Bie, P Flach
Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society, 344-350, 2020
712020
FAT Forensics: A Python Toolbox for Implementing and Deploying Fairness, Accountability and Transparency Algorithms in Predictive Systems
K Sokol, A Hepburn, R Poyiadzi, M Clifford, R Santos-Rodriguez, P Flach
Journal of Open Source Software 5 (49), 1904, 2020
72020
Label propagation for learning with label proportions
R Poyiadzi, R Santos-Rodriguez, N Twomey
2018 IEEE 28th International Workshop on Machine Learning for Signal …, 2018
32018
Ordinal label proportions
R Poyiadzi, R Santos-Rodriguez, T De Bie
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2018
32018
Active learning with label proportions
R Poyiadzis, R Santos-Rodriguez, N Twomey
ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019
22019
Understanding surrogate explanations: the interplay between complexity, fidelity and coverage
R Poyiadzi, X Renard, T Laugel, R Santos-Rodriguez, M Detyniecki
arXiv preprint arXiv:2107.04309, 2021
12021
Detecting Signatures of Early-stage Dementia with Behavioural Models Derived from Sensor Data
R Poyiadzi, W Yang, Y Ben-Shlomo, I Craddock, L Coulthard, ...
arXiv preprint arXiv:2007.03615, 2020
12020
On the overlooked issue of defining explanation objectives for local-surrogate explainers
R Poyiadzi, X Renard, T Laugel, R Santos-Rodriguez, M Detyniecki
arXiv preprint arXiv:2106.05810, 2021
2021
Statistical Hypothesis Testing for Class-Conditional Label Noise
R Poyiadzi, W Yang, N Twomey, R Santos-Rodriguez
arXiv preprint arXiv:2103.02630, 2021
2021
Feasible and Actionable Counterfactual Explanations
R Poyiadzi, K Sokol, R Santos-Rodriguez, T De Bie, P Flach
2020
Ordinal Regression as Structured Classification
N Twomey, R Poyiadzi, C Mann, R Santos-Rodríguez
arXiv preprint arXiv:1905.13658, 2019
2019
Proportions. In F. Bonchi, T. Gärtner, N. Hurley, G. Ifrim, & M. Berlingerio
R Poyiadzi, R Santos-Rodriguez, T De Bie
with Label Proportions. In 2019 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019-Proceedings (pp. 3097-3101).[8682748](ICASSP, IEEE …
R Poyiadzi, R Santos-Rodriguez, N Twomey
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