andriash001 / ADLPlus-DEVDANPlus

Modified version of ADL and DEVDAN: Implement multiple node growing scenario and adaptive synapses pruning

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

ADLPlus-DEVDANPlus

Modified version of ADL and DEVDAN: Implement multiple node growing scenario and synapses pruning

This code is the implementation of our ICDMW 2019 AML Workshop paper titled: Autonomous Deep Learning: Incremental Learning of Deep Neural Networks for Evolving Data Streams

Paper can be downloaded here: https://ieeexplore.ieee.org/abstract/document/8955598/

We extend ADL and DEVDAN by introducing multiple node growing and synapses pruning. Datasets can be downloaded here: https://drive.google.com/open?id=1AG7u4-QSlNFAa9D4LiE7cvr-AXpu0L3z

If you use this material, please cite:
@inproceedings{ashfahani2019autonomous,
title={Autonomous Deep Learning: Incremental Learning of Deep Neural Networks for Evolving Data Streams}, author={Ashfahani, Andri}, booktitle={2019 International Conference on Data Mining Workshops (ICDMW)}, pages={83--90}, year={2019}, organization={IEEE}
}

About

Modified version of ADL and DEVDAN: Implement multiple node growing scenario and adaptive synapses pruning

License:Other


Languages

Language:MATLAB 100.0%