loading
Documents

Research.Publish.Connect.

Paper

Authors: Hind Bangui ; Mouzhi Ge and Barbora Buhnova

Affiliation: Institute of Computer Science, Masaryk University, Brno, Czech Republic, Faculty of Informatics, Masaryk University, Brno and Czech Republic

ISBN: 978-989-758-369-8

Keyword(s): Big Data, 3D Data Quality, Data Cleaning, 3D Data Processing, Data Analytics, Protein Data Bank.

Abstract: 3D data have been widely used to represent complex data objects in different domains such as virtual reality, 3D printing or biological data analytics. Due to complexity of 3D data, it is usually featured as big 3D data. One of the typical big 3D data is the protein data, which can be used to visualize the protein structure in a 3D style. However, the 3D data also bring various data quality problems, which may cause the delay, inaccurate analysis results, even fatal errors for the critical decision making. Therefore, this paper proposes a novel big 3D data process model with specific consideration of 3D data quality. In order to validate this model, we conduct a case study for cleaning and analyzing the protein data. Our case study includes a comprehensive taxonomy of data quality problems for the 3D protein data and demonstrates the utility of our proposed model. Furthermore, this work can guide the researchers and domain experts such as biologists to manage the quality of their 3D p rotein data. (More)

PDF ImageFull Text

Download
Sign In Guest: Register as new SciTePress user now for free.

Sign In SciTePress user: please login.

PDF ImageMy Papers

You are not signed in, therefore limits apply to your IP address 54.161.118.57

In the current month:
Recent papers: 100 available of 100 total
2+ years older papers: 200 available of 200 total

Paper citation in several formats:
Bangui, H.; Ge, M. and Buhnova, B. (2019). Quality Management for Big 3D Data Analytics: A Case Study of Protein Data Bank.In Proceedings of the 4th International Conference on Internet of Things, Big Data and Security - Volume 1: IoTBDS, ISBN 978-989-758-369-8, pages 286-293. DOI: 10.5220/0007717402860293

@conference{iotbds19,
author={Hind Bangui. and Mouzhi Ge. and Barbora Buhnova.},
title={Quality Management for Big 3D Data Analytics: A Case Study of Protein Data Bank},
booktitle={Proceedings of the 4th International Conference on Internet of Things, Big Data and Security - Volume 1: IoTBDS,},
year={2019},
pages={286-293},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0007717402860293},
isbn={978-989-758-369-8},
}

TY - CONF

JO - Proceedings of the 4th International Conference on Internet of Things, Big Data and Security - Volume 1: IoTBDS,
TI - Quality Management for Big 3D Data Analytics: A Case Study of Protein Data Bank
SN - 978-989-758-369-8
AU - Bangui, H.
AU - Ge, M.
AU - Buhnova, B.
PY - 2019
SP - 286
EP - 293
DO - 10.5220/0007717402860293

Login or register to post comments.

Comments on this Paper: Be the first to review this paper.