A Multi-layer Ontology for Data Processing Techniques

Man Tianxing, Nataly Zhukova, Nguyen Than, Alexander Nechaev, Sergey Lebedev

Abstract

Currently, data processing technology is applied in various fields. But non-expert researchers are always confused about its diversity and complex processes. Especially due to the instability of real data, the preparation process for extracting information is lengthy. At the same time, different analysis algorithms are based on different mathematical models, so they are suitable for different situations. In the real data processing process, inappropriate data forms and algorithm selections always lead to unsatisfactory results. This paper proposes a multilayer description model of data processing algorithms and implements it based on ontology technology. The model provides a multi-layered structure including data pre-processing, data form conversion, and output model selection so that the user can obtain a complete data processing process from it. The extensibility and interpretability of ontology also provide a huge space for model improvement. The multilevel structure greatly reduces its complexity.

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Paper Citation


in Harvard Style

Tianxing M., Zhukova N., Than N., Nechaev A. and Lebedev S. (2019). A Multi-layer Ontology for Data Processing Techniques.In Proceedings of the 16th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO, ISBN 978-989-758-380-3, pages 648-655. DOI: 10.5220/0007839606480655


in Bibtex Style

@conference{icinco19,
author={Man Tianxing and Nataly Zhukova and Nguyen Than and Alexander Nechaev and Sergey Lebedev},
title={A Multi-layer Ontology for Data Processing Techniques},
booktitle={Proceedings of the 16th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,},
year={2019},
pages={648-655},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0007839606480655},
isbn={978-989-758-380-3},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 16th International Conference on Informatics in Control, Automation and Robotics - Volume 1: ICINCO,
TI - A Multi-layer Ontology for Data Processing Techniques
SN - 978-989-758-380-3
AU - Tianxing M.
AU - Zhukova N.
AU - Than N.
AU - Nechaev A.
AU - Lebedev S.
PY - 2019
SP - 648
EP - 655
DO - 10.5220/0007839606480655