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Thach Le Nguyen
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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
752019
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
392017
A Model-Agnostic Approach to Quantifying the Informativeness of Explanation Methods for Time Series Classification
TT Nguyen, T Le Nguyen, G Ifrim
International Workshop on Advanced Analytics and Learning on Temporal Data …, 2020
212020
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
132020
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
92018
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
International Workshop on Health Intelligence, 181-199, 2021
52021
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
42021
Fast Channel Selection for Scalable Multivariate Time Series Classification
B Dhariyal, TL Nguyen, G Ifrim
International Workshop on Advanced Analytics and Learning on Temporal Data …, 2021
42021
MrSQM: Fast Time Series Classification with Symbolic Representations
TL Nguyen, G Ifrim
arXiv preprint arXiv:2109.01036, 2021
42021
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
42014
A short tutorial for time series classification and explanation with MrSQM
T Le Nguyen, G Ifrim
Software Impacts 11, 100197, 2022
22022
Ranking by Aggregating Referees: Evaluating the Informativeness of Explanation Methods for Time Series Classification
S Agarwal, TT Nguyen, TL Nguyen, G Ifrim
International Workshop on Advanced Analytics and Learning on Temporal Data, 3-20, 2021
12021
Classification of cow diet based on milk mid infrared spectra: a data analysis competition at the" International workshop of spectroscopy and chemometrics 2022"
M Frizzarin, G Visentin, A Ferragina, E Hayes, A Bevilacqua, B Dhariyal, ...
arXiv preprint arXiv:2210.04479, 2022
2022
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 OReilly, ...
arXiv preprint arXiv:2210.00507, 2022
2022
Scalable Classifier-Agnostic Channel Selection for MTSC
B Dhariyal, TL Nguyen, G Ifrim
arXiv preprint arXiv:2206.09274, 2022
2022
Fast Time Series Classification with Random Symbolic Subsequences
T Le Nguyen, G Ifrim
Scalable Classifier-Agnostic Channel Selection for Multivariate Time Series Classification
B Dhariyal, T Le Nguyen, G Ifrim
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Articles 1–17