no code implementations • 11 Nov 2024 • Futoon M. Abushaqra, Hao Xue, Yongli Ren, Flora D. Salim
Addressing the challenges of irregularity and concept drift in streaming time series is crucial in real-world predictive modelling.
1 code implementation • 14 Jan 2024 • Sachin Pathiyan Cherumanal, Lin Tian, Futoon M. Abushaqra, Angel Felipe Magnossao de Paula, Kaixin Ji, Danula Hettiachchi, Johanne R. Trippas, Halil Ali, Falk Scholer, Damiano Spina
Creating and deploying customized applications is crucial for operational success and enriching user experiences in the rapidly evolving modern business world.
1 code implementation • 7 Dec 2022 • Futoon M. Abushaqra, Hao Xue, Yongli Ren, Flora D. Salim
Ordinary Differential Equations (ODE) based models have become popular as foundation models for solving many time series problems.
no code implementations • 30 Sep 2021 • Futoon M. Abushaqra, Hao Xue, Yongli Ren, Flora D. Salim
Heterogeneity and irregularity of multi-source data sets present a significant challenge to time-series analysis.