Atzmueller, M. & Mueller, J.: Subgroup Analytics and Interactive Assessment on Ubiquitous Data. Mining Ubiquitous and Social Environments Workshop at European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECMLPKDD 2013, Prague, Czech Republic - September 23-27, 2013. Proceedings. Kassel, Germany: 2013, S. 19-27
[Volltext]
This paper applies subgroup discovery for obtaining interesting descriptive
atterns in ubiquitous data. Furthermore, we provide a novel graph-based
nalysis approach for assessing the relations between the obtained
ubgroup set, and for ranking subgroups according to their relationships
o other subgroups. We present and discuss first results utilizing
eal-world data, given by noise measurements with associated subjective
erceptions and a set of tags describing the semantic context.
@inproceedings{atzmueller2013subgroup,
author = {Atzmueller, Martin and Mueller, Juergen},
title = {Subgroup Analytics and Interactive Assessment on Ubiquitous Data},
booktitle = {Mining Ubiquitous and Social Environments Workshop at European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECMLPKDD 2013, Prague, Czech Republic -- September 23-27, 2013. Proceedings},
address = {Kassel, Germany},
year = {2013},
pages = {19--27},
url = {http://www.kde.cs.uni-kassel.de/ws/muse2013/#proceedings},
keywords = {2013, ECMLPKDD, EveryAware, Springer, inproceedings, iteg, itegpub, l3s},
abstract = {This paper applies subgroup discovery for obtaining interesting descriptive
atterns in ubiquitous data. Furthermore, we provide a novel graph-based
nalysis approach for assessing the relations between the obtained
ubgroup set, and for ranking subgroups according to their relationships
o other subgroups. We present and discuss first results utilizing
eal-world data, given by noise measurements with associated subjective
erceptions and a set of tags describing the semantic context.}
}