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Evolving Multi-Label Fuzzy Classifier



Edwin Lughofer


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Unsupervised Continual Learning via Self-Adaptive Deep Clustering Approach



Mahardhika Pratama , Andri Ashfahani , Edwin Lughofer

* currently under review 

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Autonomous Deep Quality Monitoring in Streaming Environments



Andri Ashfahani , Mahardhika Pratama , Edwin Lughofer , Edward Yapp Kien Yee

* International Joint Conference on Neural Networks, 2021 
* This paper has been accepted for publication in IJCNN, 2021 

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Scalable Teacher Forcing Network for Semi-Supervised Large Scale Data Streams



Mahardhika Pratama , Choiru Za'in , Edwin Lughofer , Eric Pardede , Dwi A. P. Rahayu

* Information Sciences, 2021 
* This paper has been accepted for publication in Information Sciences 

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ATL: Autonomous Knowledge Transfer from Many Streaming Processes



Mahardhika Pratama , Marcus de Carvalho , Renchunzi Xie , Edwin Lughofer , Jie Lu

* This paper has been accepted for publication in CIKM 2019 

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DEVDAN: Deep Evolving Denoising Autoencoder



Andri Ashfahani , Mahardhika Pratama , Edwin Lughofer , Yew Soon Ong

* This paper has been accepted for publication in Neurocomputing 2019. arXiv admin note: substantial text overlap with arXiv:1809.09081 

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PAC: A Novel Self-Adaptive Neuro-Fuzzy Controller for Micro Aerial Vehicles



Md Meftahul Ferdaus , Mahardhika Pratama , Sreenatha G. Anavatti , Matthew A. Garratt , Edwin Lughofer


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Autonomous Deep Learning: Incremental Learning of Denoising Autoencoder for Evolving Data Streams



Mahardhika Pratama , Andri Ashfahani , Yew Soon Ong , Savitha Ramasamy , Edwin Lughofer

* have been submitted to AAAI 2019 conference 

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Robust Unsupervised Domain Adaptation for Neural Networks via Moment Alignment



Werner Zellinger , Bernhard A. Moser , Thomas Grubinger , Edwin Lughofer , Thomas Natschläger , Susanne Saminger-Platz


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