| 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 | 454 | 2020 |
| N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding R McConville, R Santos-Rodriguez, R Piechocki, I Craddock IEEE International Conference on Pattern Recognition, 2021 | 146 | 2021 |
| Classifier calibration: a survey on how to assess and improve predicted class probabilities T Silva Filho, H Song, M Perello-Nieto, R Santos-Rodriguez, M Kull, ... Machine Learning 112 (9), 3211-3260, 2023 | 125 | 2023 |
| Automatic chord estimation from audio: a review of the state of the art M McVicar, R Santos-Rodríguez, Y Ni, T De Bie IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP) 22 (2 …, 2014 | 120 | 2014 |
| An end-to-end machine learning system for harmonic analysis of music Y Ni, M McVicar, R Santos-Rodriguez, T De Bie IEEE Transactions on Audio, Speech, and Language Processing 20 (6), 1771-1783, 2012 | 103 | 2012 |
| Q-learning decision transformer: Leveraging dynamic programming for conditional sequence modelling in offline RL T Yamagata, A Khalil, R Santos-Rodriguez 40th International Conference on Machine Learning (ICML), 2023 | 99 | 2023 |
| Towards a decision support tool for intensive care discharge: machine learning algorithm development using electronic healthcare data from MIMIC-III and Bristol, UK CJ McWilliams, DJ Lawson, R Santos-Rodriguez, ID Gilchrist, ... BMJ open 9 (3), e025925, 2019 | 98 | 2019 |
| Hit song science once again a science Y Ni, R Santos-Rodriguez, M Mcvicar, T De Bie 4th International Workshop on Machine Learning and Music, 2-3, 2011 | 88 | 2011 |
| Human activity recognition based on dynamic active learning H Bi, M Perello-Nieto, R Santos-Rodriguez, P Flach IEEE Journal of Biomedical and Health Informatics 25 (4), 922-934, 2020 | 73 | 2020 |
| Understanding effects of subjectivity in measuring chord estimation accuracy Y Ni, M McVicar, R Santos-Rodriguez, T De Bie IEEE Transactions on Audio, Speech, and Language Processing 21 (12), 2607-2615, 2013 | 65 | 2013 |
| Conditional t-SNE: more informative t-SNE embeddings B Kang, DG García, J Lijffijt, R Santos-Rodríguez, T De Bie Machine Learning, 1-36, 2021 | 55 | 2021 |
| OPERAnet, a multimodal activity recognition dataset acquired from radio frequency and vision-based sensors MJ Bocus, W Li, S Vishwakarma, R Kou, C Tang, K Woodbridge, ... Scientific data 9 (1), 474, 2022 | 53 | 2022 |
| FAT Forensics: A Python toolbox for algorithmic fairness, accountability and transparency K Sokol, R Santos-Rodriguez, P Flach Software Impacts, 100406, 2022 | 48 | 2022 |
| bLIMEy: surrogate prediction explanations beyond LIME K Sokol, A Hepburn, R Santos-Rodriguez, P Flach arXiv preprint arXiv:1910.13016, 2019 | 48 | 2019 |
| Cost-sensitive classification based on Bregman divergences for medical diagnosis R Santos-Rodríguez, D García-García, J Cid-Sueiro 2009 International Conference on Machine Learning and Applications, 551-556, 2009 | 39 | 2009 |
| Residential wearable RSSI and accelerometer measurements with detailed location annotations D Byrne, M Kozlowski, R Santos-Rodriguez, R Piechocki, I Craddock Scientific data 5 (1), 1-14, 2018 | 38 | 2018 |
| On-Board Feature Extraction from Acceleration Data for Activity Recognition A Elsts, R McConville, X Fafoutis, N Twomey, RJ Piechocki, ... EWSN, 163-168, 2018 | 36 | 2018 |
| 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 | 31 | 2020 |
| Consistency of losses for learning from weak labels J Cid-Sueiro, D García-García, R Santos-Rodríguez Machine Learning and Knowledge Discovery in Databases: European Conference …, 2014 | 31 | 2014 |
| Self-play Learning Strategies for Resource Assignment in Open-RAN Networks X Wang, JD Thomas, RJ Piechocki, S Kapoor, R Santos-Rodriguez, ... Computer Networks, 2022 | 30 | 2022 |
Peter FlachProfessor of Artificial Intelligence, Department of Computer Science, University of BristolVerified email at bristol.ac.uk
