Automated Attribute Inference for IoT Data Visualization Service

Orathai Sangpetch, Akkarit Sangpetch, Jittinat Nartnorakij, Narawan Vejprasitthikul

2019

Abstract

As data becomes vital to urban development of modern cities, Thailand has initiated a smart city project on pilot cities around the country. We have implemented an interoperable data platform for smart city to enable Internet of Things (IoT) data exchanges among organizations through APIs. One of the key success is that people can access and visual the data. However, data can have various attributes since standard has not completely established and adopted. Therefore, it is difficult to automate the process to achieve comprehensive visualization. Traditionally, we require developers to manually examine data streams to determine which data attribute should be presented. This process can be very time consuming. The visualization system must be manually updated whenever a source stream modifies its data attributes. This problem becomes an impediment to implement a scalable cloud-based visualization service. To mitigate this challenge, we propose an automated attribute inference approach to automatically select key visualizable attribute from heterogeneous streams of data sources. We have experimented with different data attribute selection algorithms, namely an empirical rule-based system and the chosen machine learning algorithms. We implement and evaluate the proposed selection algorithms through our 3D visualization program in order to get the feedback from users.

Paper Citation

in Harvard Style

Sangpetch O., Sangpetch A., Nartnorakij J. and Vejprasitthikul N. (2019). Automated Attribute Inference for IoT Data Visualization Service.In Proceedings of the 9th International Conference on Cloud Computing and Services Science - Volume 1: CLOSER, ISBN 978-989-758-365-0, pages 535-542. DOI: 10.5220/0007767105350542

in Bibtex Style

@conference{closer19,
author={Orathai Sangpetch and Akkarit Sangpetch and Jittinat Nartnorakij and Narawan Vejprasitthikul},
title={Automated Attribute Inference for IoT Data Visualization Service},
booktitle={Proceedings of the 9th International Conference on Cloud Computing and Services Science - Volume 1: CLOSER,},
year={2019},
pages={535-542},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0007767105350542},
isbn={978-989-758-365-0},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 9th International Conference on Cloud Computing and Services Science - Volume 1: CLOSER,
TI - Automated Attribute Inference for IoT Data Visualization Service
SN - 978-989-758-365-0
AU - Sangpetch O.
AU - Sangpetch A.
AU - Nartnorakij J.
AU - Vejprasitthikul N.
PY - 2019
SP - 535
EP - 542
DO - 10.5220/0007767105350542