Professor Peter A Flach

Search results

• 2025

  LIME TREE: Consistent and Faithful Surrogate Explanations of Multiple Classes

  Sokol, K., Flach, P. & Morell, A. (Editor), 1 Mar 2025, In: Electronics. 14, 5, 31 p., 929.

  Research output: Contribution to journal › Article (Academic Journal) › peer-review

  Open Access

  • Data Classification 100%
  • Explainable Artificial Intelligence 100%
  • Predictive Model 100%
  • Classification Task 100%
  • Aviation Employees 100%
  1 Citation (Scopus)
• 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 Access

  File

  • Phase Composition 100%
  • Simplex 100%
  • Shapley Value 100%
  • Model Prediction 33%
  • Learning System 33%
  21 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 Access

  • multi sensor 100%
  • Machine Learning 100%
  • Learning System 100%
  • Accelerometer 100%
  • Sensor Networks 50%
  4 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 Access

  • Annotation 100%
  • Deep Learning Model 100%
  • Human Activity Recognition 100%
  • Research Problem 25%
  • Active Learning 25%
  22 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 Access

  • Academic Field 100%
  • Evaluation Metric 100%
  • Context Change 100%
  • Predicted Class 100%
  • Multiclass Classification 100%
  65 Citations (Scopus)

• Collecting Food and Drink Intake Data With Voice Input: Development, Usability, and Acceptability Study

  Millard, L. A. C., Johnson, L., Neaves, S., Flach, P. A., Tilling, K. M. & Lawlor, D. A., 31 Mar 2023, In: JMIR mHealth and uHealth. 11, e41117.

  Research output: Contribution to journal › Article (Academic Journal) › peer-review

  Open Access

  • Demographics 100%
  1 Citation (Scopus)

• Reconciling Training and Evaluation Objectives in Location Agnostic Surrogate Explainers

  Clifford, M., Erskine, J., Hepburn, A., Flach, P. & Santos-Rodríguez, R., 21 Oct 2023, CIKM 2023 - Proceedings of the 32nd ACM International Conference on Information and Knowledge Management. Association for Computing Machinery (ACM), p. 3833-3837 5 p. (International Conference on Information and Knowledge Management, Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

  Open Access

  • Data Distribution 100%
  • Artificial Intelligence 100%
  • Surface (Surface Science) 100%
  • Decision Surface 50%
  • Decision Boundary 50%
  1 Citation (Scopus)

• Simply Logical – The First Three Decades

  Flach, P., Sokol, K. & Wielemaker, J., 17 Jun 2023, Prolog: The Next 50 Years. p. 184-193 Chapter 15. (Prolog: The Next 50 Years; vol. 13900).

  Research output: Chapter in Book/Report/Conference proceeding › Chapter in a book
  4 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

  • Hip Replacement 100%
  • Surgeon 100%
  • Knee Replacement 100%
  • Orthopedic Surgeon 100%
  • Time Series Analysis 40%

• 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

  • Annotation 100%
  • Supervised Learning 100%
  • Daily Activity 40%
  • Granularity 20%
  • Approximation (Algorithm) 20%
• 2022

  Continuous Adaptation with Online Meta-Learning for Non-Stationary Target Regression Tasks

  Yamagata, T., Santos-Rodriguez, R. & Flach, P. A., 3 Feb 2022, In: Signals. 3, 1, p. 66-85 20 p.

  Research output: Contribution to journal › Article (Academic Journal) › peer-review

  Open Access

  File

  • Sliding Window 100%
  • Regression Task 100%
  • Meta-Learning 100%
  • Prediction Accuracy 33%
  • Speed-up 33%
  1 Citation (Scopus)

  106 Downloads (Pure)

• FAT Forensics: A Python toolbox for algorithmic fairness, accountability and transparency

  Sokol, K., Santos-Rodriguez, R. & Flach, P., 2 Sept 2022, In: Software Impacts. 14, 100406.

  Research output: Contribution to journal › Article (Academic Journal) › peer-review

  Open Access

  • Machine Learning Algorithm 100%
  • Open Source 100%
  • Learning Process 100%
  • Process Data 100%
  • Open Source License 100%
  12 Citations (Scopus)

• 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

  • Activity Recognition 100%
  • Attention (Machine Learning) 100%
  • Neural Network 100%
  • Smart Home 100%
  • Recognition Performance 25%

• 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)

  • Annotation 100%
  • Machine Learning 100%
  • Learning Process 100%
  • Learning System 50%
  • Learning Practitioner 25%
  5 Citations (Scopus)

• Understanding Reinforcement Learning Based Localisation as a Probabilistic Inference Algorithm

  Yamagata, T., Santos-Rodriguez, R., Piechocki, R. J. & Flach, P. A., 7 Sept 2022, Artificial Neural Networks and Machine Learning – ICANN 2022. Springer, Cham, p. 111-122 12 p. (Lecture Notes in Computer Science).

  Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

  • Reinforcement Learning 100%
  • Probabilistic Inference 100%
  • Semisupervised Learning 40%
  • Learning Approach 40%
  • Maximum Entropy 20%
• 2021

  Co-Designing Personal Health? Multidisciplinary Benefits and Challenges in Informing Diabetes Self-Care Technologies

  Ayobi, A., Stawarz, K., Katz, D., Marshall, P., Yamagata, T., Santos-Rodriguez, R., Flach, P. A. & O'Kane, A. A., 18 Oct 2021, Proceedings of the ACM on Human-Computer Interaction. CSCW2 ed. Association for Computing Machinery (ACM), Vol. 5. p. 1-26 24 p. 475. (Proceedings of the ACM on Human-Computer Interaction).

  Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

  Open Access

  File

  • Participatory Design 100%
  • Self-Care 100%
  • Self-Management 33%
  • Artificial Intelligence 33%
  • Machine Learning 28%
  18 Citations (Scopus)

  249 Downloads (Pure)

• Efficient and Robust Model Benchmarks with Item Response Theory and Adaptive Testing

  Song, H. & Flach, P. A., 23 Feb 2021, In: International Journal of Interactive Multimedia and Artificial Intelligence. 6, 5, p. 110-118 9 p.

  Research output: Contribution to journal › Article (Academic Journal) › peer-review

  Open Access

  • Response Theory 100%
  • Model Benchmark 100%
  • Machine Learning 100%
  • Learning System 100%
  • Benchmarking 50%
  2 Citations (Scopus)

• Machine Learning Explanations as Boundary Objects: Learning How AI Researchers Explain and Non-Experts Perceive Machine

  Ayobi, A., Stawarz, K., Katz, D., Marshall, P., Yamagata, T., Santos-Rodriguez, R. & Flach, P. A., 17 Apr 2021, Joint Proceedings of the ACM IUI 2021 Workshops. CEUR Workshop Proceedings, Vol. 2903. (CEUR workshop proceedings)(Central EURope workshop proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

  Open Access

  File

  • Boundary Object 100%
  • Machine Learning 100%
  • Learning System 100%
  • Artificial Intelligence 100%
  • Concept Learning 100%
  5 Citations (Scopus)

  144 Downloads (Pure)

• Risk Sensitive Model-Based Reinforcement Learning using Uncertainty Guided Planning

  Webster, S. R. & Flach, P., 9 Nov 2021, (Unpublished).

  Research output: Working paper › Preprint

  File

  • State Space 100%
  • Reinforcement Learning 100%
  • Model-Based Reinforcement Learning 100%
  • Learning Agent 50%
  • Action Sequence 50%
  37 Downloads (Pure)
• 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

• Discriminative Representation Loss (DRL): A More Efficient Approach Than Gradient Re-projection in continual learning

  Chen, Y., Diethe, T. & Flach, P., 19 Jun 2020, (Unpublished) In: arXiv. 15 p.

  Research output: Contribution to journal › Article (Academic Journal)

  File

  • Discriminative Method 100%
  • Computational Cost 50%
  62 Downloads (Pure)

• Explainability fact sheets: A framework for systematic assessment of explainable approaches

  Sokol, K. & Flach, P., 27 Jan 2020, FAT* 2020 - Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency. Association for Computing Machinery (ACM), p. 56-67 12 p. (FAT* 2020 - Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency).

  Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

  Open Access

  • Critical Evaluation 100%
  • Explainable Artificial Intelligence 100%
  • Desired Property 100%
  • Computer Science 100%
  • Machine Learning 100%
  235 Citations (Scopus)

• FACE: Feasible and Actionable Counterfactual Explanations

  Poyiadzi, R., Sokol, K., Santos-Rodriguez, R., Tijl De, B. & Flach, P. A., 1 Feb 2020, AIES '20: Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society. Association for Computing Machinery (ACM), p. 344-350 7 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

  Open Access

  File

  • Severe Disability 100%
  • Life Insurance 100%
  • Mortgage 100%
  • Skill Levels 100%
  • Mortgages 100%
  252 Citations (Scopus)

  784 Downloads (Pure)

• FAT Forensics: A Python Toolbox for Implementing and Deploying Fairness, Accountability and Transparency Algorithms in Predictive Systems

  Sokol, K., Hepburn, A., Poyiadzi, R., Clifford, M., Santos-Rodriguez, R. & Flach, P., 19 May 2020

  Research output: Other contribution

• GLU: A software package for analysing continuously measured glucose levels in epidemiology

  Millard, L. A. C., Patel, N., Tilling, K. M., Lewcock, M., Flach, P. A. & Lawlor, D. A., 13 Feb 2020, In: International Journal of Epidemiology. 49, 3, p. 744-757 14 p.

  Research output: Contribution to journal › Article (Academic Journal) › peer-review

  Open Access

  File

  • Quality Control 100%
  • Control Information 50%
  16 Citations (Scopus)

  89 Downloads (Pure)

• 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

  • Active Learning 100%
  • Annotation 100%
  • Activity Recognition 100%
  • Human Activity Recognition 100%
  • Recognition Performance 33%
  64 Citations (Scopus)

• LIMEtree: Interactively Customisable Explanations Based on Local Surrogate Multi-output Regression Trees

  Sokol, K. & Flach, P., 4 May 2020, (Unpublished) In: arXiv.

  Research output: Contribution to journal › Article (Academic Journal)

  File

  • Regression Tree 100%
  • Black Box 100%
  • Machine Learning 100%
  • Object Detection 50%
  • Behavior Model 50%
  193 Downloads (Pure)

• Model-Based Reinforcement Learning for Type 1Diabetes Blood Glucose Control

  Yamagata, T., O'Kane, A., Ayobi, A., Katz, D., Stawarz, K., Marshall, P., Flach, P. & Santos-Rodríguez, R., 13 Oct 2020, (Unpublished) In: arXiv. 15 p.

  Research output: Contribution to journal › Article (Academic Journal)

  File

  • Echo State Network 100%
  • Model-Based Reinforcement Learning 100%
  • Reinforcement Learning 33%
  • Blood Glucose Level 33%
  • Recurrent Neural Network 33%
  53 Downloads (Pure)

• Model-Based Reinforcement Learning for Type 1 Diabetes Blood Glucose Control

  Yamagata, T., Ayobi, A., O'Kane, A. A., Katz, D., Stawarz, K., Marshall, P., Flach, P. A. & Santos-Rodriguez, R., 26 Jun 2020, (Accepted/In press). 14 p.

  Research output: Contribution to conference › Conference Paper › peer-review

  • Echo State Network 100%
  • Model-Based Reinforcement Learning 100%
  • Reinforcement Learning 33%
  • Blood Glucose Level 33%
  • Recurrent Neural Network 33%

• 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

  File

  • Total Hip Replacement 100%
  • Patient Behavior 100%
  • Case Study 100%
  • Outcome Measure 100%
  • Internet-Of-Things 100%
  168 Downloads (Pure)

• One Explanation Does Not Fit All The Promise of Interactive Explanations for Machine Learning Transparency

  Sokol, K. & Flach, P., 4 Feb 2020, In: Kunstliche Intelligenz. 16 p.

  Research output: Contribution to journal › Article (Academic Journal) › peer-review

  Open Access

  File

  • Machine Learning 100%
  • Learning System 100%
  • Black Box 100%
  • Machine Learning Algorithm 50%
  • Building-Blocks 50%
  114 Citations (Scopus)

  326 Downloads (Pure)

• POLSAR IMAGE CLASSIFICATION VIA ROBUST LOW-RANK FEATURE EXTRACTION AND MARKOV RANDOM FIELD

  Bi, H., Flach, P. A. & Santos-Rodriguez, R., 2020, (Accepted/In press) IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium.

  Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

• Towards Faithful and Meaningful Interpretable Representations

  Sokol, K. & Flach, P., 16 Aug 2020, (Unpublished) In: arXiv.

  Research output: Contribution to journal › Article (Academic Journal)

  File

  • Use Case 100%
  • Data Representation 100%
  • Predictive Performance 100%
  • Explanatory Power 100%
  • Black Box 100%
  51 Downloads (Pure)
• 2019

  A Big Data platform for smart meter data analytics

  Wilcox, T., Jin, N., Flach, P. & Thumim, J., Feb 2019, In: Computers in Industry. 105, p. 250-259 10 p.

  Research output: Contribution to journal › Article (Academic Journal) › peer-review

  Open Access

  File

  • Data Analytics 100%
  • Big Data 100%
  • Smart Meters 100%
  • Hadoop 80%
  • Information Storage 40%
  80 Citations (Scopus)

  246 Downloads (Pure)

• An Application of Hierarchical Gaussian Processes to the Detection of Anomalies in Star Light Curves

  Twomey, N., Chen, H., Diethe, T. & Flach, P., 21 May 2019, In: Neurocomputing. 342, p. 152-163 12 p.

  Research output: Contribution to journal › Article (Academic Journal) › peer-review

  Open Access

  File

  • Computational Complexity 100%
  • Anomaly Detection 100%
  • stable model 100%
  • Probabilistic Framework 100%
  • Outlier Detection 100%
  7 Citations (Scopus)

  395 Downloads (Pure)

• 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 Access

  File

  • Probability Theory 100%
  • Neural Network 100%
  • Wide Range 50%
  • Multiplicative 50%
  • Binary Classification 50%
  149 Downloads (Pure)

• bLIMEy: Surrogate Prediction Explanations Beyond LIME

  Sokol, K., Hepburn, A., Santos-Rodriguez, R. & Flach, P., 29 Oct 2019, (Unpublished) In: arXiv. 10 p.

  Research output: Contribution to journal › Article (Academic Journal) › peer-review

  File

  • Model Prediction 100%
  • Paramount Importance 100%
  • Black-Box Model 100%
  • Image Data 100%
  • Black Box 100%
  199 Downloads (Pure)

• Counterfactual explanations of machine learning predictions: Opportunities and challenges for AI safety

  Sokol, K. & Flach, P., 27 Jan 2019, Proceedings of the AAAI Workshop on Artificial Intelligence Safety 2019: co-located with the Thirty-Third AAAI Conference on Artificial Intelligence 2019 (AAAI 2019) Honolulu, Hawaii, January 27, 2019. CEUR Workshop Proceedings, Vol. 2301. 4 p. (CEUR Workshop Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

  Open Access

  File

  • Machine Learning 100%
  • Learning System 100%
  • Artificial Intelligence 100%
  • Security and Privacy 25%
  • Security Challenge 25%
  15 Citations (Scopus)

  573 Downloads (Pure)

• CRISP-DM Twenty Years Later: From Data Mining Processes to Data Science Trajectories

  Martínez-Plumed, F., Contreras-Ochando, L., Ferri, C., Hernandez-Orallo, J., Kull, M., Lachiche, N. J. A. H., Ramírez-Quintana, M. J. & Flach, P. A., 27 Dec 2019, (E-pub ahead of print) In: IEEE Transactions on Knowledge and Data Engineering. 14 p.

  Research output: Contribution to journal › Article (Academic Journal) › peer-review

  Open Access

  File

  • Industry Standard 100%
  • Data Mining 100%
  • Data Mining Process 100%
  • Data Science 100%
  • Process Model 20%
  234 Citations (Scopus)

  6154 Downloads (Pure)

• Distribution Calibration for Regression

  Song, H., Diethe, T., Kull, M. & Flach, P., 15 May 2019, International Conference on Machine Learning, 9-15 June 2019, Long Beach, California, USA. Chaudhuri, K. & Salakhutdinov, R. (eds.). Proceedings of Machine Learning Research, p. 5897-5906 10 p. (Proceedings of Machine Learning Research; vol. 97).

  Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

  Open Access

  File

  • Quantile 100%
  • Gaussian Process 100%
  • Target Value 50%
  • Gaussians 50%
  • Level Distribution 50%
  163 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)

• Performance Evaluation in Machine Learning: The Good, the Bad, the Ugly, and the Way Forward

  Flach, P. A., 17 Jul 2019, Proceedings of the AAAI Conference on Artificial Intelligence. p. 9808-9814 7 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

  Open Access

  • Performance Evaluation 100%
  • Machine Learning 100%
  • Learning System 100%
  • Measurement Theory 100%
  • Evaluation Measure 50%
  110 Citations (Scopus)

• Setting decision thresholds when operating conditions are uncertain

  Ferri, C., Hernández-Orallo, J. & Flach, P., 1 Jul 2019, In: Data Mining and Knowledge Discovery. 33, 4, p. 805-847 43 p.

  Research output: Contribution to journal › Article (Academic Journal) › peer-review

  Open Access

  File

  • Class Distribution 100%
  • Learning System 100%
  • Model Uncertainty 50%
  • Misclassification 50%
  • Learning Algorithm 50%
  5 Citations (Scopus)

  223 Downloads (Pure)

• β³-IRT: A New Item Response Model and its Applications

  Chen, Y., Filho, T. M. S., Prudêncio, R. B. C., Diethe, T. & Flach, P., 10 Mar 2019, Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics (AISTATS 2019): April 16-18, 2019, Naha, Okinawa, Japan. Chaudhuri, K. & Sugiyama , M. (eds.). Proceedings of Machine Learning Research, p. 1013-1021 9 p. (Proceedings of Machine Learning Research; vol. 89).

  Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

  Open Access

  File

  • Characteristic Curve 100%
  • Estimate Probability 100%
  • Item Response Model 100%
  • Test Item 100%
  • Continuous Response 100%
  121 Downloads (Pure)
• 2018

  A Comprehensive Study of Activity Recognition using Accelerometers

  Twomey, N., Diethe, T., Fafoutis, X., Elsts, A., McConville, R., Flach, P. & Craddock, I., Jun 2018, In: Informatics. 5, 2, 37 p., 27.

  Research output: Contribution to journal › Article (Academic Journal) › peer-review

  Open Access

  File

  • Activity Recognition 100%
  • Experimental Platform 100%
  • Data Series 100%
  • Main Result 100%
  • Accelerometer Data 50%
  123 Citations (Scopus)

  504 Downloads (Pure)

• Activities of daily living ontology for ubiquitous systems: Development and evaluation

  Woznowski, P. R., Tonkin, E. L. & Flach, P. A., Jul 2018, In: Sensors. 18, 7, 23 p., 2361.

  Research output: Contribution to journal › Article (Academic Journal) › peer-review

  Open Access

  File

  • Sensor Data 100%
  • System Development 100%
  • Research Project 100%
  • Activities of Daily Living 100%
  • Health Care Cost 50%
  17 Citations (Scopus)

  444 Downloads (Pure)

• 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 Access

  File

  • Health Service 100%
  • Total Hip Prosthesis 100%
  • Health Care Personnel 100%
  • Home Care 100%
  • Accelerometer 100%
  3 Citations (Scopus)

  105 Downloads (Pure)

• Anomaly Detection in Star Light Curves using Hierarchical Gaussian Processes

  Chen, H., Diethe, T., Twomey, N. & Flach, P., 27 Apr 2018, European Symposium on Artificial Neural Networks: ESANN. Bruges: European Symposium on Artificial Neural Networks

  Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

  Open Access

  File

  • Gaussians 100%
  • Anomaly Detection 100%
  • Gaussian Distribution 100%
  • Light Curve 100%
  • Gaussian Process 100%
  137 Downloads (Pure)

• Conversational Explanations of Machine Learning Predictions Through Class-contrastive Counterfactual Statements.

  Sokol, K. & Flach, P. A., 13 Jul 2018, IJCAI. p. 5785-5786 2 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

  Open Access
  28 Citations (Scopus)

• Glass-Box: Explaining AI Decisions With Counterfactual Statements Through Conversation With a Voice-enabled Virtual Assistant.

  Sokol, K. & Flach, P. A., 13 Jul 2018, IJCAI. p. 5868-5870 3 p.

  Research output: Chapter in Book/Report/Conference proceeding › Conference Contribution (Conference Proceeding)

  Open Access
  57 Citations (Scopus)