ML Anthology

Intelligent Urban Data Monitoring for Smart Cities

Nikolaos Panagiotou, Nikolas Zygouras, Ioannis Katakis, Dimitrios Gunopulos, Nikos Zacheilas, Ioannis Boutsis, Vana Kalogeraki, Stephen Lynch, Brendan O'Brien
ECML-PKDD 2016 pp. 177-192
doi:10.1007/978-3-319-46131-1_23 /ecmlpkdd/2016/panagiotou2016ecmlpkdd-intelligent/

Abstract

Urban data management is already an essential element of modern cities. The authorities can build on the variety of automatically generated information and develop intelligent services that improve citizens daily life, save environmental resources or aid in coping with emergencies. From a data mining perspective, urban data introduce a lot of challenges. Data volume, velocity and veracity are some obvious obstacles. However, there are even more issues of equal importance like data quality, resilience, privacy and security. In this paper we describe the development of a set of techniques and frameworks that aim at effective and efficient urban data management in real settings. To do this, we collaborated with the city of Dublin and worked on real problems and data. Our solutions were integrated in a system that was evaluated and is currently utilized by the city.

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Cite

Text

Panagiotou et al. "Intelligent Urban Data Monitoring for Smart Cities." European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2016. doi:10.1007/978-3-319-46131-1_23

Markdown

[Panagiotou et al. "Intelligent Urban Data Monitoring for Smart Cities." European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2016.](https://mlanthology.org/ecmlpkdd/2016/panagiotou2016ecmlpkdd-intelligent/) doi:10.1007/978-3-319-46131-1_23

BibTeX

@inproceedings{panagiotou2016ecmlpkdd-intelligent,
  title     = {{Intelligent Urban Data Monitoring for Smart Cities}},
  author    = {Panagiotou, Nikolaos and Zygouras, Nikolas and Katakis, Ioannis and Gunopulos, Dimitrios and Zacheilas, Nikos and Boutsis, Ioannis and Kalogeraki, Vana and Lynch, Stephen and O'Brien, Brendan},
  booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases},
  year      = {2016},
  pages     = {177-192},
  doi       = {10.1007/978-3-319-46131-1_23},
  url       = {https://mlanthology.org/ecmlpkdd/2016/panagiotou2016ecmlpkdd-intelligent/}
}