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Title:SocialTrove: A Self-summarizing Storage Service for Social Sensing
Author(s):Amin, Md Tanvir Al; Li, Shen; Rahman, Muntasir Raihan; Seetharamu, Panindra Tumkur; Wang, Shiguang; Abdelzaher, Tarek F.; Gupta, Indranil; Srivatsa, Mudhakar; Ganti, Raghu K.; Ahmed, Reaz; Le, Hieu
Subject(s):Summarization Service
Social Sensing
Cluster Hierarchy
Tweet Stream Summarization
Self-summarizing Storage
Nearest Neighbor Query
Abstract:The increasing availability of smartphones, cameras, and wearables with instant data sharing capabilities, and the exploitation of social networks for information broadcast, heralds a future of real-time information overload. With the growing excess of worldwide streaming data, such as images, geotags, text annotations, and sensory measurements, an increasingly common service will become one of data summarization. The objective of such a service will be to obtain a representative sampling of large data streams at a configurable granularity, in real-time, for subsequent consumption by a range of data-centric applications. This paper describes a general-purpose self-summarizing storage service, called SocialTrove, for social sensing applications. The service summarizes data streams from human sources, or sensors in their possession, by hierarchically clustering received information in accordance with an application-specific distance metric. It then serves a sampling of produced clusters at a configurable granularity in response to application queries. While SocialTrove is a general service, we illustrate its functionality and evaluate it in the specific context of workloads collected from Twitter. Results show that SocialTrove supports a high query throughput, while maintaining a low access latency to the produced real-time application-specific data summaries. As a specific application case-study, we implement a fact-finding service on top of SocialTrove.
Issue Date:2015-02-03
Citation Info:Md Tanvir Al Amin, Shen Li, Muntasir Raihan Rahman, Panindra Tumkur Seetharamu, Shiguang Wang, Tarek Abdelzaher, Indranil Gupta, Mudhakar Srivatsa, Raghu Ganti, Reaz Ahmed, Hieu Le, "SocialTrove: A Self-summarizing Storage Service for Social Sensing", UIUC Technical Report, 2015
Genre:Technical Report
Type:Text
Other
Language:English
URI:http://hdl.handle.net/2142/73300
Sponsor:Army Research Laboratory, Cooperative Agreement W911NF-09-2-0053
DTRA grant HDTRA1-10-1-0120
NSF grants CNS 13-29886, CNS 09-58314, CNS 10-35736
Date Available in IDEALS:2015-03-04


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