Nonstationary data stream classification with online active learning and siamese neural networks

3 October 2022

Papers citing "Nonstationary data stream classification with online active learning and siamese neural networks"

10 / 10 papers shown

Title
SiameseDuo++: Active Learning from Data Streams with Dual Augmented Siamese Networks Kleanthis Malialis S. Filippou C. Panayiotou Marios M. Polycarpou AI4TS 34 0 0 06 Apr 2025
Online Detection of Water Contamination Under Concept Drift Jin Li Kleanthis Malialis Stelios G. Vrachimis Marios M. Polycarpou 31 0 0 03 Jan 2025
Incremental Learning with Concept Drift Detection and Prototype-based Embeddings for Graph Stream Classification Kleanthis Malialis Jin Li C. Panayiotou Marios M. Polycarpou CLL AI4TS 26 0 0 03 Apr 2024
A Study of Data-driven Methods for Adaptive Forecasting of COVID-19 Cases Charithea Stylianides Kleanthis Malialis P. Kolios 13 3 0 18 Sep 2023
Autoencoder-based Anomaly Detection in Streaming Data with Incremental Learning and Concept Drift Adaptation Jin Li Kleanthis Malialis Marios M. Polycarpou 11 11 0 15 May 2023
Aux-Drop: Handling Haphazard Inputs in Online Learning Using Auxiliary Dropouts Rohit Agarwal D. K. Gupta Alexander Horsch Dilip K. Prasad 80 5 0 09 Mar 2023
Unsupervised Unlearning of Concept Drift with Autoencoders André Artelt Kleanthis Malialis C. Panayiotou Marios M. Polycarpou Barbara Hammer MU 13 4 0 23 Nov 2022
Data augmentation on-the-fly and active learning in data stream classification Kleanthis Malialis Dimitris Papatheodoulou S. Filippou C. Panayiotou Marios M. Polycarpou 17 8 0 13 Oct 2022
A Hybrid Active-Passive Approach to Imbalanced Nonstationary Data Stream Classification Kleanthis Malialis M. Roveri Cesare Alippi C. Panayiotou Marios M. Polycarpou AI4TS 19 9 0 10 Oct 2022
A survey on learning from imbalanced data streams: taxonomy, challenges, empirical study, and reproducible experimental framework Gabriel J. Aguiar Bartosz Krawczyk Alberto Cano AI4TS 32 91 0 07 Apr 2022