no code implementations • 22 Apr 2024 • Paweł Golik, Maciej Grzenda, Elżbieta Sienkiewicz
To address the challenge of the development of TMC models, we propose the novel Incremental Ensemble of Batch and Stream Models (IEBSM) method aimed at adapting travel mode choice classifiers to concept drift possibly occurring in the data.
1 code implementation • 11 Apr 2024 • Przemysław Wrona, Maciej Grzenda, Marcin Luckner
The method we propose can be used with different change detectors, such as ADWIN, applied to location data stream shuffled to individual edges of a transport graph.
no code implementations • 16 Jun 2021 • Heitor Murilo Gomes, Maciej Grzenda, Rodrigo Mello, Jesse Read, Minh Huong Le Nguyen, Albert Bifet
Unlabelled data appear in many domains and are particularly relevant to streaming applications, where even though data is abundant, labelled data is rare.