Unsupervised Unlearning of Concept Drift with Autoencoders

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Unsupervised Unlearning of Concept Drift with Autoencoders

23 November 2022

Kleanthis Malialis

Marios M. Polycarpou

Barbara Hammer

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Papers citing "Unsupervised Unlearning of Concept Drift with Autoencoders"

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Title
Autoencoder-based Anomaly Detection in Streaming Data with Incremental Learning and Concept Drift Adaptation Jin Li Kleanthis Malialis Marios M. Polycarpou 41 11 0 15 May 2023
Data augmentation on-the-fly and active learning in data stream classification Kleanthis Malialis Dimitris Papatheodoulou S. Filippou C. Panayiotou Marios M. Polycarpou 45 8 0 13 Oct 2022
Nonstationary data stream classification with online active learning and siamese neural networks Kleanthis Malialis C. Panayiotou Marios M. Polycarpou 48 31 0 03 Oct 2022
SAM-kNN Regressor for Online Learning in Water Distribution Networks Jonathan Jakob André Artelt M. Hasenjäger Barbara Hammer 41 1 0 04 Apr 2022
Learning Invariant Representation for Continual Learning Ghada Sokar Decebal Constantin Mocanu Mykola Pechenizkiy BDL CLL 54 16 0 15 Jan 2021
A Comprehensive Survey on Transfer Learning Fuzhen Zhuang Zhiyuan Qi Keyu Duan Dongbo Xi Yongchun Zhu Hengshu Zhu Hui Xiong Qing He 183 4,449 0 07 Nov 2019
Queue-based Resampling for Online Class Imbalance Learning Kleanthis Malialis C. Panayiotou Marios M. Polycarpou OnRL 36 12 0 27 Sep 2018
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 269 12,439 0 24 Jun 2012