Minimum Collection Period for Viable Population Estimation from Social Media
Samuel Lee Toepke
2018
Abstract
Using volunteered geographic information for population estimation has shown promise in the fields of urban planning, emergency response and disaster recovery. A high volume of geospatially enabled Tweets can be leveraged to create population curves and/or heatmaps delineated by day of week and hour of day. When making these estimations, it is critical to have adequate data, or the confidence of the estimations will be low. This is especially pertinent to disaster response, where Tweet collection for a new city/town/locale may need to be rapidly deployed. Using previously leveraged data removal methods, temporal data quantity is explored using sets of data from increasingly longer collection periods. When generating these estimates, it is also necessary to identify and mitigate data from automated Twitter bots. This work examines the integration of a modern, web services based, Twitter bot assessment algorithm, executes data removal experiments on collected data, describes the technical architecture, and discusses results/follow-on work.
DownloadPaper Citation
in Harvard Style
Toepke S. (2018). Minimum Collection Period for Viable Population Estimation from Social Media.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 138-147. DOI: 10.5220/0006803901380147
in Bibtex Style
@conference{gistam18,
author={Samuel Lee Toepke},
title={Minimum Collection Period for Viable Population Estimation from Social Media},
booktitle={Proceedings of the 4th International Conference on Geographical Information Systems Theory, Applications and Management - Volume 1: GISTAM,},
year={2018},
pages={138-147},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006803901380147},
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 - Minimum Collection Period for Viable Population Estimation from Social Media
SN - 978-989-758-294-3
AU - Toepke S.
PY - 2018
SP - 138
EP - 147
DO - 10.5220/0006803901380147