| Interpretable time series classification using linear models and multi-resolution multi-domain symbolic representations T Le Nguyen, S Gsponer, I Ilie, M O’Reilly, G Ifrim Data mining and knowledge discovery 33 (4), 1183-1222, 2019 | 132 | 2019 |
| Time series classification by sequence learning in all-subsequence space T Le Nguyen, S Gsponer, G Ifrim 2017 IEEE 33rd international conference on data engineering (ICDE), 947-958, 2017 | 66 | 2017 |
| A model-agnostic approach to quantifying the informativeness of explanation methods for time series classification TT Nguyen, T Le Nguyen, G Ifrim Advanced Analytics and Learning on Temporal Data: 5th ECML PKDD Workshop …, 2020 | 31 | 2020 |
| An Examination of the State-of-the-Art for Multivariate Time Series Classification B Dhariyal, T Le Nguyen, S Gsponer, G Ifrim 2020 International Conference on Data Mining Workshops (ICDMW), 243-250, 2020 | 19 | 2020 |
| Fast time series classification with random symbolic subsequences TL Nguyen, G Ifrim International Workshop on Advanced Analytics and Learning on Temporal Data …, 2022 | 14 | 2022 |
| Interpretable time series classification using all-subsequence learning and symbolic representations in time and frequency domains TL Nguyen, S Gsponer, I Ilie, G Ifrim arXiv preprint arXiv:1808.04022, 2018 | 12 | 2018 |
| Interpretable classification of human exercise videos through pose estimation and multivariate time series analysis A Singh, BT Le, TL Nguyen, D Whelan, M O’Reilly, B Caulfield, G Ifrim AI for Disease Surveillance and Pandemic Intelligence: Intelligent Disease …, 2022 | 10 | 2022 |
| Mid infrared spectroscopy and milk quality traits: A data analysis competition at the “international workshop on spectroscopy and chemometrics 2021” M Frizzarin, A Bevilacqua, B Dhariyal, K Domijan, F Ferraccioli, E Hayes, ... Chemometrics and Intelligent Laboratory Systems 219, 104442, 2021 | 9 | 2021 |
| Classification of cow diet based on milk Mid Infrared Spectra: A data analysis competition at the “International Workshop on Spectroscopy and Chemometrics 2022” M Frizzarin, G Visentin, A Ferragina, E Hayes, A Bevilacqua, B Dhariyal, ... Chemometrics and Intelligent Laboratory Systems, 104755, 2023 | 8 | 2023 |
| Fast and robust video-based exercise classification via body pose tracking and scalable multivariate time series classifiers A Singh, A Bevilacqua, TL Nguyen, F Hu, K McGuinness, M O’Reilly, ... Data Mining and Knowledge Discovery 37 (2), 873-912, 2023 | 7 | 2023 |
| MrSQM: Fast Time Series Classification with Symbolic Representations TL Nguyen, G Ifrim arXiv preprint arXiv:2109.01036, 2021 | 7 | 2021 |
| Fast channel selection for scalable multivariate time series classification B Dhariyal, TL Nguyen, G Ifrim Advanced Analytics and Learning on Temporal Data: 6th ECML PKDD Workshop …, 2021 | 7 | 2021 |
| Ranking by aggregating referees: Evaluating the informativeness of explanation methods for time series classification S Agarwal, TT Nguyen, TL Nguyen, G Ifrim Advanced Analytics and Learning on Temporal Data: 6th ECML PKDD Workshop …, 2021 | 5 | 2021 |
| Scalable classifier-agnostic channel selection for multivariate time series classification B Dhariyal, T Le Nguyen, G Ifrim Data Mining and Knowledge Discovery 37 (2), 1010-1054, 2023 | 4 | 2023 |
| AMEE: A Robust Framework for Explanation Evaluation in Time Series Classification TT Nguyen, TL Nguyen, G Ifrim arXiv preprint arXiv:2306.05501, 2023 | 3 | 2023 |
| Gradient-free decoding parameter optimization on automatic speech recognition T Le Nguyen, D Stein, M Stadtschnitzer 2014 IEEE International Conference on Acoustics, Speech and Signal …, 2014 | 3 | 2014 |
| Back to Basics: A Sanity Check on Modern Time Series Classification Algorithms B Dhariyal, T Le Nguyen, G Ifrim International Workshop on Advanced Analytics and Learning on Temporal Data …, 2023 | 2 | 2023 |
| A short tutorial for time series classification and explanation with MrSQM T Le Nguyen, G Ifrim Software Impacts 11, 100197, 2022 | 2 | 2022 |
| Evaluating Explanation Methods for Multivariate Time Series Classification DI Serramazza, TT Nguyen, T Le Nguyen, G Ifrim International Workshop on Advanced Analytics and Learning on Temporal Data …, 2023 | | 2023 |
| An Examination of Wearable Sensors and Video Data Capture for Human Exercise Classification A Singh, A Bevilacqua, TB Aderinola, TL Nguyen, D Whelan, M O’Reilly, ... Joint European Conference on Machine Learning and Knowledge Discovery in …, 2023 | | 2023 |
Georgiana IfrimAssociate Professor, University College Dublin, Insight Centre for Data Analytics & ML-LabsVerified email at ucd.ie
