Research output per year
Research output per year
Research output
- 21 results
Search results
-
2024
Explaining a Probabilistic Prediction on the Simplex with Shapley Compositions
Noé, P. G., Perelló-Nieto, M., Bonastre, J. F. & Flach, P., 24 Oct 2024, ECAI 2024 - 27th European Conference on Artificial Intelligence, Including 13th Conference on Prestigious Applications of Intelligent Systems, PAIS 2024, Proceedings. Endriss, U., Melo, F. S., Bach, K., Bugarin-Diz, A., Alonso-Moral, J. M., Barro, S. & Heintz, F. (eds.). IOS Press, Vol. 392. p. 1124-1131 8 p. (Frontiers in Artificial Intelligence and Applications; vol. 392).Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)
Open AccessFile3 Downloads (Pure) -
2023
A multi-sensor dataset with annotated activities of daily living recorded in a residential setting
Tonkin, E. L., Holmes, M. H., Song, H., Twomey, N. J., Diethe, T. R., Kull, M., Perello Nieto, M., Camplani, M., Hannuna, S. L., Fafoutis, X., Zhu, N., Woznowski, P. R., Tourte, G. J. L., Santos-Rodriguez, R., Flach, P. A. & Craddock, I. J., 23 Mar 2023, In: Scientific Data. 10, 1, p. 1-15 15 p., 162.Research output: Contribution to journal › Article (Academic Journal) › peer-review
Open Access3 Citations (Scopus) -
An active semi-supervised deep learning model for human activity recognition
Bi, H., Perello-Nieto, M., Santos-Rodriguez, R., Flach, P. & Craddock, I., 1 Oct 2023, In: Journal of Ambient Intelligence and Humanized Computing. 14, 10, p. 13049-13065 17 p.Research output: Contribution to journal › Article (Academic Journal) › peer-review
Open Access19 Citations (Scopus) -
Classifier calibration: a survey on how to assess and improve predicted class probabilities
de Menezes e Silva Filho, T., Song, H., Perello Nieto, M., Santos-Rodriguez, R., Kull, M. & Flach, P. A., 16 May 2023, In: Machine Learning. 112, 9, p. 3211-3260 50 p.Research output: Contribution to journal › Article (Academic Journal) › peer-review
Open Access54 Citations (Scopus) -
Toward Enhanced Clinical Decision Support for Patients Undergoing a Hip or Knee Replacement: Focus Group and Interview Study With Surgeons
Grant, S., Tonkin, E. L., Craddock, I. J., Blom, A. W., Holmes, M. H., Judge, A., Masullo, A., Perello Nieto, M., Song, H., Whitehouse, M. R., Flach, P. A. & Gooberman-Hill, R., 24 Apr 2023, In: JMIR Perioperative Medicine. 6, 1, e36172.Research output: Contribution to journal › Article (Academic Journal) › peer-review
Open Access -
When the Ground Truth is not True: Modelling Human Biases in Temporal Annotations
Yamagata, T., Tonkin, E. L., Arana Sanchez, B., Craddock, I. J., Perello Nieto, M., Santos-Rodriguez, R., Yang, W. & Flach, P. A., 11 Jan 2023, (Accepted/In press). 6 p.Research output: Contribution to conference › Conference Paper › peer-review
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2022
Recognizing human activities with attention mechanism on multi-source sensor data
Bi, H., Perello Nieto, M., Tonkin, E. L., Santos-Rodriguez, R., Flach, P. A. & Craddock, I. J., 28 Dec 2022.Research output: Contribution to conference › Conference Paper › peer-review
Open Access -
The Weak Supervision Landscape
Poyiadzi, R., Bacaicoa-Barber, D., Cid-Sueiro, J., Perello-Nieto, M., Flach, P. & Santos-Rodriguez, R., 6 May 2022, 2022 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops). Institute of Electrical and Electronics Engineers (IEEE), p. 218-223 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)
5 Citations (Scopus) -
2021
Data labelling in the wild: annotating free-living activities and Parkinson's disease symptoms
Morgan, C. A. M., Heidarivincheh, F., Craddock, I., Mcconville, R., Perello Nieto, M., Tonkin, E. L., Masullo, A., Vafeas, A. T., Kim, M., Mcnaney, R., Tourte, G. J. L. & Whone, A. L., 26 Mar 2021, 2021 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2021: 2021 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops). Institute of Electrical and Electronics Engineers (IEEE), p. 471-474 4 p. 9431017. (2021 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events, PerCom Workshops 2021).Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)
Open AccessFile4 Citations (Scopus)234 Downloads (Pure) -
On the Selection of Loss Functions Under Known Weak Label Models
Bacaicoa-Barber, D., Perello Nieto, M., Santos-Rodriguez, R. & Cid-Sueiro, J., 7 Sept 2021, p. 332-343. 12 p.Research output: Contribution to conference › Conference Paper › peer-review
2 Citations (Scopus) -
2020
Attention Network-Based Human Acticity Recognition Using Fused Sensor Data
Bi, H., Perello Nieto, M., Tonkin, E. L., Santos-Rodriguez, R. & Flach, P. A., 2020, (In preparation) In: Sensors.Research output: Contribution to journal › Article (Academic Journal) › peer-review
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Human Activity Recognition Based on Dynamic Active Learning
Bi, H., Perello Nieto, M., Santos-Rodriguez, R. & Flach, P. A., 31 Jul 2020, In: IEEE Journal of Biomedical and Health Informatics. 25, 4, p. 922-934 13 p.Research output: Contribution to journal › Article (Academic Journal) › peer-review
62 Citations (Scopus) -
Modelling patient behaviour using IoT sensor data: A case-study to evaluate techniques for modelling domestic behaviour in recovery from total hip replacement surgery
Holmes, M., Perello Nieto, M., Song, H., Tonkin, E. L., Grant, S. & Flach, P. A., 2020, (Submitted) In: Journal of Healthcare Informatics Research.Research output: Contribution to journal › Article (Academic Journal) › peer-review
File174 Downloads (Pure) -
Recycling Weak Labels for Multiclass Classification
Perello Nieto, M., Santos-Rodriguez, R., García-García, D. & Cid-Sueiro, J., 10 Mar 2020, In: Neurocomputing. 20 p.Research output: Contribution to journal › Article (Academic Journal) › peer-review
Open Access6 Citations (Scopus) -
Towards a methodology for acceptance testing and validation of monitoring bodyworn devices
Tonkin, E. L., Perello Nieto, M., Bi, H. & Vafeas, A. T., 4 Aug 2020, 2020 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops). IEEE Computer Society, 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)
Open AccessFile3 Citations (Scopus)127 Downloads (Pure) -
2019
Beyond temperature scaling: Obtaining well-calibrated multiclass probabilities with Dirichlet calibration
Kull, M., Perello Nieto, M., Kängsepp, M., Silva Filho, T., Song, H. & Flach, P., 14 Dec 2019, Advances in Neural Information Processing Systems 32 (NIPS 2019). Wallach, H., Larochelle, H., Beygelzimer, A., d'Alché-Buc, F., Fox, E. & Garnett, R. (eds.). Neural Information Processing Systems Foundation, 12 p.Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)
Open AccessFile144 Downloads (Pure) -
HyperStream: a Workflow Engine for Streaming Data
Diethe, T., Kull, M., Twomey, N., Sokol, K., Song, H., Perello-Nieto, M., Tonkin, E. & Flach, P., 7 Aug 2019, (Submitted) In: arXiv.Research output: Contribution to journal › Article (Academic Journal)
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2018
Analysis of patient domestic activity in recovery from hip or knee replacement surgery: modelling wrist-worn wearable RSSI and accelerometer data in the wild
Holmes, M., Song, H., Tonkin, E. L., Perello Nieto, M., Grant, S. & Flach, P., 13 Jul 2018, Proceedings of the 3rd International Workshop on Knowledge Discovery in Healthcare Data: co-located with the 27th International Joint Conference on Artificial Intelligence and the 23rd European Conference on Artificial Intelligence (IJCAI-ECAI 2018). CEUR Workshop Proceedings, p. 13-20 8 p. (CEUR Workshop Proceedings; vol. 2148).Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)
Open AccessFile3 Citations (Scopus)106 Downloads (Pure) -
Releasing eHealth analytics into the wild: Lessons learnt from the SPHERE project
Diethe, T., Nieto, M. P., Tonkin, E., Holmes, M., Sokol, K., Twomey, N., Kull, M., Song, H. & Flach, P., 19 Jul 2018, KDD'18: Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Association for Computing Machinery (ACM), p. 243-252 10 p.Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)
Open AccessFile11 Citations (Scopus)691 Downloads (Pure) -
2017
Adapting Supervised Classification Algorithms to Arbitrary Weak Label Scenarios
Perelló-Nieto, M., Santos-Rodríguez, R. & Cid-Sueiro, J., 4 Oct 2017, Advances in Intelligent Data Analysis XVI: 16th International Symposium, IDA 2017, London, UK, October 26–28, 2017, Proceedings. Springer Verlag, p. 247-259 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10584 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)
Open AccessFile4 Citations (Scopus)382 Downloads (Pure) -
Background Check: A General Technique to Build More Reliable and Versatile Classifiers
Perello-Nieto, M., Filho, T. M. S., Kull, M. & Flach, P., Mar 2017, 2016 IEEE 16th International Conference on Data Mining (ICDM 2016): Proceedings of a meeting held 12-15 December 2016, Barcelona, Spain. Institute of Electrical and Electronics Engineers (IEEE), p. 1143-1148 6 p. 7837963. (Proceedings of the IEEE International Conference on Data Mining (ICDM)).Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)
Open AccessFile12 Citations (Scopus)716 Downloads (Pure)