Hybrid Prototypical Networks Augmented by a Non-linear Classifier

Anas El Ouardi, Maryem Rhanoui, Anissa Benlarabi, Bouchra El Asri

2021

Abstract

Text classification is one of the most prolific domains in machine learning. Present in a raw format all around us in our daily life Starting from human to human communication mainly by the social networks apps, arriving at the human-machine interaction especially with chatbots, text is a rich source of information. However, despite the remarkable performances that deep learning achieves in this field, the cost in therm of the amount of data needed to train this model still considerably high, adding to that the need of retraining this model to learn every new task. Nevertheless, a new sub-field of machine learning has emerged, named meta-learning it targets the overcoming of those limitations, widely used for image-related tasks, it can also bring solutions to tasks associated with text. Starting from this perspective we proposed a hybrid architecture based on well- known prototypical networks consisting of adapting this model to text classification and augmenting it with a non-linear classifier.

Paper Citation

in Harvard Style

El Ouardi A., Rhanoui M., Benlarabi A. and El Asri B. (2021). Hybrid Prototypical Networks Augmented by a Non-linear Classifier. In Proceedings of the 23rd International Conference on Enterprise Information Systems - Volume 1: ICEIS, ISBN 978-989-758-509-8, pages 790-794. DOI: 10.5220/0010498307900794

in Bibtex Style

@conference{iceis21,
author={Anas El Ouardi and Maryem Rhanoui and Anissa Benlarabi and Bouchra El Asri},
title={Hybrid Prototypical Networks Augmented by a Non-linear Classifier},
booktitle={Proceedings of the 23rd International Conference on Enterprise Information Systems - Volume 1: ICEIS,},
year={2021},
pages={790-794},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010498307900794},
isbn={978-989-758-509-8},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 23rd International Conference on Enterprise Information Systems - Volume 1: ICEIS,
TI - Hybrid Prototypical Networks Augmented by a Non-linear Classifier
SN - 978-989-758-509-8
AU - El Ouardi A.
AU - Rhanoui M.
AU - Benlarabi A.
AU - El Asri B.
PY - 2021
SP - 790
EP - 794
DO - 10.5220/0010498307900794