Towards Rich Sensor Data Representation - Functional Data Analysis Framework for Opportunistic Mobile Monitoring

Ahmad Mustapha, Karine Zeitouni, Yehia Taher

2018

Abstract

The rise of new lightweight and cheap sensors has opened the door wide for new sensing applications. Mobile opportunistic sensing is one type of these applications which has been adopted in multiple citizen science projects including air pollution monitoring. However, the opportunistic nature of sensing along with campaigns being mobile and sensors being subjected to noise and missing values leads to asynchronous and unclean data. Analyzing this type of data requires cumbersome and time-consuming preprocessing. In this paper, we introduce a novel framework to treat such type of data by seeing data as functions rather than vectors. The framework introduces a new data representation model along with a high-level query language and an analysis module.

Paper Citation

in Harvard Style

Mustapha A., Zeitouni K. and Taher Y. (2018). Towards Rich Sensor Data Representation - Functional Data Analysis Framework for Opportunistic Mobile Monitoring.In Proceedings of the 4th International Conference on Geographical Information Systems Theory, Applications and Management - Volume 1: GISTAM, ISBN 978-989-758-294-3, pages 290-295. DOI: 10.5220/0006788502900295

in Bibtex Style

@conference{gistam18,
author={Ahmad Mustapha and Karine Zeitouni and Yehia Taher},
title={Towards Rich Sensor Data Representation - Functional Data Analysis Framework for Opportunistic Mobile Monitoring},
booktitle={Proceedings of the 4th International Conference on Geographical Information Systems Theory, Applications and Management - Volume 1: GISTAM,},
year={2018},
pages={290-295},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006788502900295},
isbn={978-989-758-294-3},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 4th International Conference on Geographical Information Systems Theory, Applications and Management - Volume 1: GISTAM,
TI - Towards Rich Sensor Data Representation - Functional Data Analysis Framework for Opportunistic Mobile Monitoring
SN - 978-989-758-294-3
AU - Mustapha A.
AU - Zeitouni K.
AU - Taher Y.
PY - 2018
SP - 290
EP - 295
DO - 10.5220/0006788502900295