Monitoring Patterns Through an Integrated Management and Mining Tool
Abstract
Patterns upon the data of many real applications are affected by changes in these data. We employ Pattern-Miner tool to detect changes of clusterings extracted from dynamic data and thus, to provide insight on the dataset and to support strategic decisions. Pattern-Miner , is an integrated environment for pattern (data mining model) management and mining that deals with the whole lifecycle of patterns, from their generation (using data mining techniques) to their storage and querying, putting also emphasis on the comparison between patterns and meta-mining operations over the extracted patterns. In the current version, Pattern-Miner integrates also an algorithm and technique for monitoring patterns (currently clusters) over time.
Cite
Text
Kotsifakos et al. "Monitoring Patterns Through an Integrated Management and Mining Tool." European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2008. doi:10.1007/978-3-540-87481-2_46Markdown
[Kotsifakos et al. "Monitoring Patterns Through an Integrated Management and Mining Tool." European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2008.](https://mlanthology.org/ecmlpkdd/2008/kotsifakos2008ecmlpkdd-monitoring/) doi:10.1007/978-3-540-87481-2_46BibTeX
@inproceedings{kotsifakos2008ecmlpkdd-monitoring,
title = {{Monitoring Patterns Through an Integrated Management and Mining Tool}},
author = {Kotsifakos, Evangelos E. and Ntoutsi, Irene and Vrahoritis, Yannis and Theodoridis, Yannis},
booktitle = {European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases},
year = {2008},
pages = {678-683},
doi = {10.1007/978-3-540-87481-2_46},
url = {https://mlanthology.org/ecmlpkdd/2008/kotsifakos2008ecmlpkdd-monitoring/}
}