Thach Le Nguyen

29 papers A* 1Misc 1Journal 16Unranked 11
YearRankTypeTitle / Venue / Authors
2025 — conf
An Empirical Evaluation of Foundation Models for Multivariate Time Series Classification.
ECML/PKDD (8)
Pinar Sungu Isiacik, Thach Le Nguyen, Timilehin B. Aderinola, Georgiana Ifrim
2025 — conf
TSHAP: Fast and Exact SHAP for Explaining Time Series Classification and Regression.
ECML/PKDD (4)
Thach Le Nguyen, Georgiana Ifrim
2024 J jnl
A short tutorial for multivariate time series explanation using tsCaptum.
Softw. Impacts
Davide Italo Serramazza, Thach Le Nguyen, Georgiana Ifrim
2024 — conf
Improving the Evaluation and Actionability of Explanation Methods for Multivariate Time Series Classification.
ECML/PKDD (4)
Davide Italo Serramazza, Thach Le Nguyen, Georgiana Ifrim
2024 J jnl
Improving the Evaluation and Actionability of Explanation Methods for Multivariate Time Series Classification.
CoRR
Davide Italo Serramazza, Thach Le Nguyen, Georgiana Ifrim
2024 J jnl
Robust explainer recommendation for time series classification.
Data Min. Knowl. Discov.
Thu Trang Nguyen, Thach Le Nguyen, Georgiana Ifrim
2023 J jnl
AMEE: A Robust Framework for Explanation Evaluation in Time Series Classification.
CoRR
Thu Trang Nguyen, Thach Le Nguyen, Georgiana Ifrim
2023 — conf
An Examination of Wearable Sensors and Video Data Capture for Human Exercise Classification.
ECML/PKDD (6)
Ashish Singh, Antonio Bevilacqua, Timilehin B. Aderinola, Thach Le Nguyen, Darragh Whelan, Martin O'Reilly, Brian Caulfield, Georgiana Ifrim
2023 J jnl
An Examination of Wearable Sensors and Video Data Capture for Human Exercise Classification.
CoRR
Ashish Singh, Antonio Bevilacqua, Timilehin B. Aderinola, Thach Le Nguyen, Darragh Whelan, Martin O'Reilly, Brian Caulfield, Georgiana Ifrim
2023 — conf
Back to Basics: A Sanity Check on Modern Time Series Classification Algorithms.
AALTD@ECML/PKDD
Bhaskar Dhariyal, Thach Le Nguyen, Georgiana Ifrim
2023 J jnl
Back to Basics: A Sanity Check on Modern Time Series Classification Algorithms.
CoRR
Bhaskar Dhariyal, Thach Le Nguyen, Georgiana Ifrim
2023 — conf
Evaluating Explanation Methods for Multivariate Time Series Classification.
AALTD@ECML/PKDD
Davide Italo Serramazza, Thu Trang Nguyen, Thach Le Nguyen, Georgiana Ifrim
2023 J jnl
Evaluating Explanation Methods for Multivariate Time Series Classification.
CoRR
Davide Italo Serramazza, Thu Trang Nguyen, Thach Le Nguyen, Georgiana Ifrim
2023 J jnl
Fast and robust video-based exercise classification via body pose tracking and scalable multivariate time series classifiers.
Data Min. Knowl. Discov.
Ashish Singh, Antonio Bevilacqua, Thach Le Nguyen, Feiyan Hu, Kevin McGuinness, Martin O'Reilly, Darragh Whelan, Brian Caulfield, Georgiana Ifrim
2023 J jnl
Scalable classifier-agnostic channel selection for multivariate time series classification.
Data Min. Knowl. Discov.
Bhaskar Dhariyal, Thach Le Nguyen, Georgiana Ifrim
2022 J jnl
A short tutorial for time series classification and explanation with MrSQM.
Softw. Impacts
Thach Le Nguyen, Georgiana Ifrim
2022 — conf
Fast Time Series Classification with Random Symbolic Subsequences.
AALTD@ECML/PKDD
Thach Le Nguyen, Georgiana Ifrim
2022 J jnl
Fast and Robust Video-Based Exercise Classification via Body Pose Tracking and Scalable Multivariate Time Series Classifiers.
CoRR
Ashish Singh, Antonio Bevilacqua, Thach Le Nguyen, Feiyan Hu, Kevin McGuinness, Martin O'Reilly, Darragh Whelan, Brian Caulfield, Georgiana Ifrim
2022 J jnl
Scalable Classifier-Agnostic Channel Selection for MTSC.
CoRR
Bhaskar Dhariyal, Thach Le Nguyen, Georgiana Ifrim
2021 — conf
Fast Channel Selection for Scalable Multivariate Time Series Classification.
AALTD@ECML/PKDD
Bhaskar Dhariyal, Thach Le Nguyen, Georgiana Ifrim
2021 J jnl
MrSQM: Fast Time Series Classification with Symbolic Representations.
CoRR
Thach Le Nguyen, Georgiana Ifrim
2021 — conf
Ranking by Aggregating Referees: Evaluating the Informativeness of Explanation Methods for Time Series Classification.
AALTD@ECML/PKDD
Surabhi Agarwal, Trang Thu Nguyen, Thach Le Nguyen, Georgiana Ifrim
2020 — conf
A Model-Agnostic Approach to Quantifying the Informativeness of Explanation Methods for Time Series Classification.
AALTD@PKDD/ECML
Thu Trang Nguyen, Thach Le Nguyen, Georgiana Ifrim
2020 — conf
An Examination of the State-of-the-Art for Multivariate Time Series Classification.
ICDM (Workshops)
Bhaskar Dhariyal, Thach Le Nguyen, Severin Gsponer, Georgiana Ifrim
2020 J jnl
Interpretable Time Series Classification using Linear Models and Multi-resolution Multi-domain Symbolic Representations.
CoRR
Thach Le Nguyen, Severin Gsponer, Iulia Ilie, Martin O'Reilly, Georgiana Ifrim
2019 J jnl
Interpretable time series classification using linear models and multi-resolution multi-domain symbolic representations.
Data Min. Knowl. Discov.
Thach Le Nguyen, Severin Gsponer, Iulia Ilie, Martin O'Reilly, Georgiana Ifrim
2018 J jnl
Interpretable Time Series Classification using All-Subsequence Learning and Symbolic Representations in Time and Frequency Domains.
CoRR
Thach Le Nguyen, Severin Gsponer, Iulia Ilie, Georgiana Ifrim
2017 A* conf
Time Series Classification by Sequence Learning in All-Subsequence Space.
ICDE
Thach Le Nguyen, Severin Gsponer, Georgiana Ifrim
2014 Misc conf
Gradient-free decoding parameter optimization on automatic speech recognition.
ICASSP
Thach Le Nguyen, Daniel Stein, Michael Stadtschnitzer