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Author: Jiří Jelínek

Affiliation: Institute of Applied Informatics, Faculty of Science, University of South Bohemia, Branišovská 1760, České Budějovice and Czech Republic

Keyword(s): Kohonen Map, Neural Networks, Pattern Classification.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Biomedical Engineering ; Biomedical Signal Processing ; Computational Intelligence ; Evolutionary Computing ; Health Engineering and Technology Applications ; Human-Computer Interaction ; Knowledge Discovery and Information Retrieval ; Knowledge-Based Systems ; Machine Learning ; Methodologies and Methods ; Neural Networks ; Neurocomputing ; Neurotechnology, Electronics and Informatics ; Pattern Recognition ; Physiological Computing Systems ; Sensor Networks ; Signal Processing ; Soft Computing ; Symbolic Systems ; Theory and Methods

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 several formats:
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; ISSN 2184-433X, SciTePress, pages 584-591. DOI: 10.5220/0007361405840591

@conference{icaart19,
author={Ji\v{r}í 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},
issn={2184-433X},
}

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
IS - 2184-433X
AU - Jelínek, J.
PY - 2019
SP - 584
EP - 591
DO - 10.5220/0007361405840591
PB - SciTePress

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