Kohonen Map Modification for Classification Tasks

Jiří Jelínek

Abstract

This paper aims to present a classification model based on Kohonen maps with a modified learning mechanism and structure as well. Modification of the model structure consists of its modification for hierarchical training and recall. The change of the learning process is the transition from unsupervised to supervised learning. Experiments were performed with the modified model to verify changes in the model and compare the results with other research.

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Paper Citation


in Harvard Style

Jelínek J. (2019). Kohonen Map Modification for Classification Tasks.In Proceedings of the 11th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART, ISBN 978-989-758-350-6, pages 584-591. DOI: 10.5220/0007361405840591


in Bibtex Style

@conference{icaart19,
author={Jiří Jelínek},
title={Kohonen Map Modification for Classification Tasks},
booktitle={Proceedings of the 11th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,},
year={2019},
pages={584-591},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0007361405840591},
isbn={978-989-758-350-6},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 11th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART,
TI - Kohonen Map Modification for Classification Tasks
SN - 978-989-758-350-6
AU - Jelínek J.
PY - 2019
SP - 584
EP - 591
DO - 10.5220/0007361405840591