DocumentCode :
1981944
Title :
Social and Sensor Data Fusion in the Cloud
Author :
Yerva, Surender Reddy ; Saltarin, Jonnahtan ; Jeung, Hoyoung ; Aberer, Karl
Author_Institution :
Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne, Switzerland
fYear :
2012
fDate :
23-26 July 2012
Firstpage :
276
Lastpage :
277
Abstract :
This paper explores the potential of fusing social and sensor data in the cloud, presenting a practice - a travel recommendation system that offers the predicted mood information of people on where and when users wish to travel. The system is built upon a conceptual framework that allows to blend the heterogeneous social and sensor data for integrated analysis, extracting weather-dependant people´s mood information from Twitter and meteorological sensor data streams. In order to handle massively streaming data, the system employs various cloud-serving systems, such as Hadoop, HBase, and GSN. Using this scalable system, we performed heavy ETL as well as filtering jobs, resulting in 12 million tweets over four months. We then derived a rich set of interesting findings through the data fusion, proving that our approach is effective and scalable, which can serve as an important basis in fusing social and sensor data in the cloud.
Keywords :
cloud computing; information filtering; meteorology; recommender systems; sensor fusion; social networking (online); travel industry; ETL; GSN; HBase; Hadoop; Twitter; cloud-serving systems; conceptual framework; filtering jobs; meteorological sensor data streams; sensor data fusion; social data fusion; travel recommendation system; weather-dependant people mood information extraction; Cloud computing; Clouds; Data mining; Meteorology; Mood; Twitter; Cloud; Data Fusion; Sensor; Sentiment; Social; Twitter;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Mobile Data Management (MDM), 2012 IEEE 13th International Conference on
Conference_Location :
Bengaluru, Karnataka
Print_ISBN :
978-1-4673-1796-2
Electronic_ISBN :
978-0-7695-4713-8
Type :
conf
DOI :
10.1109/MDM.2012.52
Filename :
6341400
Link To Document :
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