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Authors: Ali Mahmoudi 1 ; Reza Moghadam 1 and Kurosh Madani 2

Affiliations: 1 Faculty of New Sciences and Technologies, University of Tehran, Tehran and Iran ; 2 LISSI Lab, Sénart-FB Institute of Technology, University Paris Est-Créteil (UPEC), Lieusaint and France

ISBN: 978-989-758-384-1

Keyword(s): Online Classification, Probabilistic Neural Network, Sequential Learning, Machine Learning.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Biomedical Engineering ; Biomedical Signal Processing ; Computational Intelligence ; Health Engineering and Technology Applications ; Higher Level Artificial Neural Network Based Intelligent Systems ; Human-Computer Interaction ; Methodologies and Methods ; Neural Networks ; Neurocomputing ; Neurotechnology, Electronics and Informatics ; Pattern Recognition ; Physiological Computing Systems ; Sensor Networks ; Signal Processing ; Soft Computing ; Theory and Methods

Abstract: In this paper, a novel online classification algorithm called sequential heteroscedastic probabilistic neural network (SHPNN) is proposed. This algorithm is based on Probabilistic Neural Networks (PNNs). One of the advantages of the proposed algorithm is that it can increase the number of its hidden node kernels adaptively to match the complexity of the data. The performance of this network is analyzed for a number of standard datasets. The results suggest that the accuracy of this algorithm is on par with other state of the art online classification algorithms while being significantly faster in majority of cases.

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Paper citation in several formats:
Askari MOghadam, R.; Askari Moghadam, R. and Madani, K. (2019). A Sequential Heteroscedastic Probabilistic Neural Network for Online Classification.In Proceedings of the 11th International Joint Conference on Computational Intelligence - Volume 1: NCTA, (IJCCI 2019) ISBN 978-989-758-384-1, pages 449-453. DOI: 10.5220/0008495604490453

@conference{ncta19,
author={Reza Askari MOghadam. and Askari Moghadam, R. and Kurosh Madani.},
title={A Sequential Heteroscedastic Probabilistic Neural Network for Online Classification},
booktitle={Proceedings of the 11th International Joint Conference on Computational Intelligence - Volume 1: NCTA, (IJCCI 2019)},
year={2019},
pages={449-453},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0008495604490453},
isbn={978-989-758-384-1},
}

TY - CONF

JO - Proceedings of the 11th International Joint Conference on Computational Intelligence - Volume 1: NCTA, (IJCCI 2019)
TI - A Sequential Heteroscedastic Probabilistic Neural Network for Online Classification
SN - 978-989-758-384-1
AU - Askari MOghadam, R.
AU - Askari Moghadam, R.
AU - Madani, K.
PY - 2019
SP - 449
EP - 453
DO - 10.5220/0008495604490453

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