Publications
Explaining Fatigue in Runners using Time Series Analysis on Wearable Sensor Data [PDF]
Bahavathy Kathirgamanathan, Thu Trang Nguyen, Brian Caulfield, Georgiana Ifrim, and Padraig Cunningham
n XKDD 2023: 5th International Workshop on eXplainable Knowledge Discovery in Data Mining, ECML PKDD 2023.
Evaluating Explanation Methods for Multivariate Time Series Classification [PDF] [Code]
Davide Italo Serramazza, Thu Trang Nguyen, Thach Le Nguyen, Georgiana Ifrim
In In AALTD 2023: Advanced Analytics and Learning on Temporal Data, ECML PKDD 2023. Lecture Notes in Computer Science, vol 14343, pp 159–175. Springer, Cham.
Ranking by Aggregating Referees: Evaluating the Informativeness of Explanation Methods for Time Series Classification [PDF]
Surabhi Agarwal, Thu Trang Nguyen, Thach Le Nguyen, Georgiana Ifrim
In In AALTD 2021: Advanced Analytics and Learning on Temporal Data, ECML PKDD 2021. Lecture Notes in Computer Science, vol 13114, pp 3–20. Springer, Cham.
A Model-Agnostic Approach to Quantifying the Informativeness of Explanation Methods for Time Series Classification [PDF] [Slides] [Code]
Thu Trang Nguyen, Thach Le Nguyen, Georgiana Ifrim
AALTD 2020: Advanced Analytics and Learning on Temporal Data, ECML PKDD 2020. Lecture Notes in Computer Science, vol 12588, pp 77–94. Springer, Cham.