51 citations · 104 across the 7 of their papers we have counts for
4 papers · 1 filter
Nonstationary data stream classification with online active learning and siamese neural networks
Kleanthis Malialis, Christos G. Panayiotou, Marios M. Polycarpou
We have witnessed in recent years an ever-growing volume of information becoming available in a streaming manner in various application areas. As a result, there is an emerging nee…
Data-efficient Online Classification with Siamese Networks and Active Learning
Kleanthis Malialis, Christos G. Panayiotou, Marios M. Polycarpou
An ever increasing volume of data is nowadays becoming available in a streaming manner in many application areas, such as, in critical infrastructure systems, finance and banking,…
Online Learning With Adaptive Rebalancing in Nonstationary Environments
Kleanthis Malialis, Christos G. Panayiotou, Marios M. Polycarpou
An enormous and ever-growing volume of data is nowadays becoming available in a sequential fashion in various real-world applications. Learning in nonstationary environments consti…
Queue-based Resampling for Online Class Imbalance Learning
Kleanthis Malialis, Christos G. Panayiotou, Marios M. Polycarpou
Online class imbalance learning constitutes a new problem and an emerging research topic that focusses on the challenges of online learning under class imbalance and concept drift.…