Thach Le Nguyen

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 23

Top Topics

Multivariate Time Series

Parameter Optimization

Top Venues

AALTD@ECML/PKDD

Data Min. Knowl. Discov.

Publications

Davide Italo Serramazza, Thach Le Nguyen, Georgiana Ifrim
Improving the Evaluation and Actionability of Explanation Methods for Multivariate Time Series Classification. CoRR (2024)
Ashish Singh, Antonio Bevilacqua, Timilehin B. Aderinola, Thach Le Nguyen, Darragh Whelan, Martin O'Reilly, Brian Caulfield, Georgiana Ifrim
An Examination of Wearable Sensors and Video Data Capture for Human Exercise Classification. ECML/PKDD (6) (2023)
Ashish Singh, Antonio Bevilacqua, Timilehin B. Aderinola, Thach Le Nguyen, Darragh Whelan, Martin O'Reilly, Brian Caulfield, Georgiana Ifrim
An Examination of Wearable Sensors and Video Data Capture for Human Exercise Classification. CoRR (2023)
Thu Trang Nguyen, Thach Le Nguyen, Georgiana Ifrim
AMEE: A Robust Framework for Explanation Evaluation in Time Series Classification. CoRR (2023)
Ashish Singh, Antonio Bevilacqua, Thach Le Nguyen, Feiyan Hu, Kevin McGuinness, Martin O'Reilly, Darragh Whelan, Brian Caulfield, Georgiana Ifrim
Fast and robust video-based exercise classification via body pose tracking and scalable multivariate time series classifiers. Data Min. Knowl. Discov. 37 (2) (2023)
Bhaskar Dhariyal, Thach Le Nguyen, Georgiana Ifrim
Back to Basics: A Sanity Check on Modern Time Series Classification Algorithms. AALTD@ECML/PKDD (2023)
Davide Italo Serramazza, Thu Trang Nguyen, Thach Le Nguyen, Georgiana Ifrim
Evaluating Explanation Methods for Multivariate Time Series Classification. CoRR (2023)
Bhaskar Dhariyal, Thach Le Nguyen, Georgiana Ifrim
Back to Basics: A Sanity Check on Modern Time Series Classification Algorithms. CoRR (2023)
Davide Italo Serramazza, Thu Trang Nguyen, Thach Le Nguyen, Georgiana Ifrim
Evaluating Explanation Methods for Multivariate Time Series Classification. AALTD@ECML/PKDD (2023)
Bhaskar Dhariyal, Thach Le Nguyen, Georgiana Ifrim
Scalable classifier-agnostic channel selection for multivariate time series classification. Data Min. Knowl. Discov. 37 (2) (2023)
Thach Le Nguyen, Georgiana Ifrim
Fast Time Series Classification with Random Symbolic Subsequences. AALTD@ECML/PKDD (2022)
Bhaskar Dhariyal, Thach Le Nguyen, Georgiana Ifrim
Scalable Classifier-Agnostic Channel Selection for MTSC. CoRR (2022)
Thach Le Nguyen, Georgiana Ifrim
A short tutorial for time series classification and explanation with MrSQM. Softw. Impacts 11 (2022)
Ashish Singh, Antonio Bevilacqua, Thach Le Nguyen, Feiyan Hu, Kevin McGuinness, Martin O'Reilly, Darragh Whelan, Brian Caulfield, Georgiana Ifrim
Fast and Robust Video-Based Exercise Classification via Body Pose Tracking and Scalable Multivariate Time Series Classifiers. CoRR (2022)
Thach Le Nguyen, Georgiana Ifrim
MrSQM: Fast Time Series Classification with Symbolic Representations. CoRR (2021)
Bhaskar Dhariyal, Thach Le Nguyen, Georgiana Ifrim
Fast Channel Selection for Scalable Multivariate Time Series Classification. AALTD@ECML/PKDD (2021)
Surabhi Agarwal, Trang Thu Nguyen, Thach Le Nguyen, Georgiana Ifrim
Ranking by Aggregating Referees: Evaluating the Informativeness of Explanation Methods for Time Series Classification. AALTD@ECML/PKDD (2021)
Thu Trang Nguyen, Thach Le Nguyen, Georgiana Ifrim
A Model-Agnostic Approach to Quantifying the Informativeness of Explanation Methods for Time Series Classification. AALTD@PKDD/ECML (2020)
Bhaskar Dhariyal, Thach Le Nguyen, Severin Gsponer, Georgiana Ifrim
An Examination of the State-of-the-Art for Multivariate Time Series Classification. ICDM (Workshops) (2020)
Thach Le Nguyen, Severin Gsponer, Iulia Ilie, Martin O'Reilly, Georgiana Ifrim
Interpretable Time Series Classification using Linear Models and Multi-resolution Multi-domain Symbolic Representations. CoRR (2020)
Thach Le Nguyen, Severin Gsponer, Iulia Ilie, Martin O'Reilly, Georgiana Ifrim
Interpretable time series classification using linear models and multi-resolution multi-domain symbolic representations. Data Min. Knowl. Discov. 33 (4) (2019)
Thach Le Nguyen, Severin Gsponer, Iulia Ilie, Georgiana Ifrim
Interpretable Time Series Classification using All-Subsequence Learning and Symbolic Representations in Time and Frequency Domains. CoRR (2018)
Thach Le Nguyen, Severin Gsponer, Georgiana Ifrim
Time Series Classification by Sequence Learning in All-Subsequence Space. ICDE (2017)
Thach Le Nguyen, Daniel Stein, Michael Stadtschnitzer
Gradient-free decoding parameter optimization on automatic speech recognition. ICASSP (2014)