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Authors: Krzysztof Tyburek ; Piotr Prokopowicz and Piotr Kotlarz

Affiliation: Kazimierz Wielki University, Poland

Keyword(s): Fuzzy System, Linguistic Modelling, MPEG-7, Audio Descriptors, Fuzzy Classification of Audio Signals, Neural Networks.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Computational Intelligence ; Fuzzy Image, Speech and Signal Processing, Vision and Multimedia ; Fuzzy Systems ; Pattern Recognition: Fuzzy Clustering and Classifiers ; Soft Computing

Abstract: This paper presents different ways for a classification of sounds of birds using linguistic approach with a fuzzy system, neural network and WEKA system. Features of sounds of birds species are coded by the selected MPEG-7 descriptors. The models of classification system are based on the audio descriptors for a some chosen species of birds like: Corn Crake, Hawk, Blackbird, Cuckoo, Lesser Whitethroat, Chiffchaff, Eurasian Pygmy Owl, Meadow Pipit, House Sparrow, Firecrest. The paper proposes fuzzy models that definitely bases on the linguistic description. Moreover neural network for classification was proposed. As reference results WEKA system is used.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Tyburek, K.; Prokopowicz, P. and Kotlarz, P. (2014). Computational Intelligence in a Classification of Audio Recordings of Nature. In Proceedings of the International Conference on Fuzzy Computation Theory and Applications (IJCCI 2014) - FCTA; ISBN 978-989-758-053-6, SciTePress, pages 187-192. DOI: 10.5220/0005153801870192

@conference{fcta14,
author={Krzysztof Tyburek. and Piotr Prokopowicz. and Piotr Kotlarz.},
title={Computational Intelligence in a Classification of Audio Recordings of Nature},
booktitle={Proceedings of the International Conference on Fuzzy Computation Theory and Applications (IJCCI 2014) - FCTA},
year={2014},
pages={187-192},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005153801870192},
isbn={978-989-758-053-6},
}

TY - CONF

JO - Proceedings of the International Conference on Fuzzy Computation Theory and Applications (IJCCI 2014) - FCTA
TI - Computational Intelligence in a Classification of Audio Recordings of Nature
SN - 978-989-758-053-6
AU - Tyburek, K.
AU - Prokopowicz, P.
AU - Kotlarz, P.
PY - 2014
SP - 187
EP - 192
DO - 10.5220/0005153801870192
PB - SciTePress