no code implementations • 7 May 2023 • Len Feremans, Boris Cule, Bart Goethals
Moreover, we aim to support end-users in not only in locating entities and sensors causing an anomaly at a certain period, but also explain this decision.
1 code implementation • 1 Jul 2022 • Joey De Pauw, Koen Ruymbeek, Bart Goethals
The more interpretable the profile and this "matching function" are, the easier it is to provide users with accurate and intuitive explanations, and also to let them interact with the system.
4 code implementations • 31 Aug 2018 • Benjamin Lucas, Ahmed Shifaz, Charlotte Pelletier, Lachlan O'Neill, Nayyar Zaidi, Bart Goethals, Francois Petitjean, Geoffrey I. Webb
We demonstrate on a 1M time series Earth observation dataset that Proximity Forest retains this accuracy on datasets that are many orders of magnitude greater than those in the UCR repository, while learning its models at least 100, 000 times faster than current state of the art models Elastic Ensemble and COTE.
1 code implementation • 2 Apr 2017 • Geoffrey I. Webb, Loong Kuan Lee, François Petitjean, Bart Goethals
Concept drift is a major issue that greatly affects the accuracy and reliability of many real-world applications of machine learning.