Collaborative Learning of Human and Computer: Supervised Actor-Critic based Collaboration Scheme

Ashwin Devanga, Koichiro Yamauchi

2019

Abstract

Recent large-scale neural networks show a high performance to complex recognition tasks but to get such ability, it needs a huge number of learning samples and iterations to optimize it’s internal parameters. However, under unknown environments, learning samples do not exist. In this paper, we aim to overcome this problem and help improve the learning capability of the system by sharing data between multiple systems. To accelerate the optimization speed, the novel system forms a collaboration with human and reinforcement learning neural network and for data sharing between systems to develop a super neural network.

Paper Citation

in Harvard Style

Devanga A. and Yamauchi K. (2019). Collaborative Learning of Human and Computer: Supervised Actor-Critic based Collaboration Scheme.In Proceedings of the 8th International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM, ISBN 978-989-758-351-3, pages 794-801. DOI: 10.5220/0007568407940801

in Bibtex Style

@conference{icpram19,
author={Ashwin Devanga and Koichiro Yamauchi},
title={Collaborative Learning of Human and Computer: Supervised Actor-Critic based Collaboration Scheme},
booktitle={Proceedings of the 8th International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM,},
year={2019},
pages={794-801},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0007568407940801},
isbn={978-989-758-351-3},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 8th International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM,
TI - Collaborative Learning of Human and Computer: Supervised Actor-Critic based Collaboration Scheme
SN - 978-989-758-351-3
AU - Devanga A.
AU - Yamauchi K.
PY - 2019
SP - 794
EP - 801
DO - 10.5220/0007568407940801