Towards a Mobile Health Context Prediction: Sequential Pattern Mining in Multiple Streams

作者: Marwan Hassani , Thomas Seidl

DOI: 10.1109/MDM.2011.28

关键词:

摘要: Context prediction is an emerging topic in the fields of data mining and information management which both promising challenging. Predicting location mobile objects was a frequently tackled subtask context recent researches. For scenarios managing health persons, near future status persons at least equally important to predicting their location. We introduce this paper, best our knowledge, first method for next equipped with body sensors device. The suggested Prefix Span-based searches sequential patterns within multiple streaming inputs from as well other contextual streams that influence context. discuss additionally implementation energy aware mobile-server environment.

参考文章(17)
Xuegang Huang, Christian S. Jensen, In-Route Skyline Querying for Location-Based Services Web and Wireless Geographical Information Systems. pp. 120- 135 ,(2005) , 10.1007/11427865_10
Mikołaj Morzy, Mining Frequent Trajectories of Moving Objects for Location Prediction machine learning and data mining in pattern recognition. pp. 667- 680 ,(2007) , 10.1007/978-3-540-73499-4_50
Gregory D. Abowd, Anind K. Dey, Pete Steggles, Nigel Davies, Peter J. Brown, Mark Smith, Towards a Better Understanding of Context and Context-Awareness ubiquitous computing. pp. 304- 307 ,(1999) , 10.5555/647985.743843
Yong-Hyuk Kim, Wonkook Kim, Kyungsub Min, Yourim Yoon, Probabilistic context prediction using time-inferred multiple pattern networks acm symposium on applied computing. pp. 1015- 1019 ,(2010) , 10.1145/1774088.1774302
Marwan Hassani, Emmanuel Müller, Thomas Seidl, EDISKCO: energy efficient distributed in-sensor-network k-center clustering with outliers knowledge discovery and data mining. pp. 39- 48 ,(2009) , 10.1145/1601966.1601975
Anna Monreale, Fabio Pinelli, Roberto Trasarti, Fosca Giannotti, WhereNext Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '09. pp. 637- 646 ,(2009) , 10.1145/1557019.1557091
Agnė Brilingaitė, Christian S. Jensen, Enabling Routes of Road Network Constrained Movements as Mobile Service Context Geoinformatica. ,vol. 11, pp. 55- 102 ,(2007) , 10.1007/S10707-006-0010-Z
Philipp Kranen, David Kensche, Saim Kim, Nadine Zimmermann, Emmanuel Müller, Christoph Quix, Xiang Li, Thomas Gries, Thomas Seidl, Matthias Jarke, Steffen Leonhardt, None, Mobile Mining and Information Management in HealthNet Scenarios mobile data management. pp. 215- 216 ,(2008) , 10.1109/MDM.2008.12
R. Agrawal, R. Srikant, Mining sequential patterns international conference on data engineering. pp. 3- 14 ,(1995) , 10.1109/ICDE.1995.380415
Gong Chen, Xindong Wu, Xingquan Zhu, Sequential pattern mining in multiple streams international conference on data mining. pp. 585- 588 ,(2005) , 10.1109/ICDM.2005.130