JOURNAL ARTICLE

Distributed Graph Database for Large-Scale Social Computing

Abstract

We present an efficient distributed graph database architecture for large scale social computing. The architecture consists of a distributed graph data processing system and a distributed graph data storage system. We leverage the advantages of both systems to achieve efficient social computing. We conduct extensive experiments to demonstrate the performance of our system. We employ four real-world, large scale social networks - YouTube, Flicker, LiveJournal and Orkut as test data. We also implement several representative social applications and graph algorithms to examine the performance of our system. We employ two main optimization techniques in our system ¡Vindexing and graph partitioning. Experimental results indicate that our system outperforms GoldenOrb, an implementation Pregel model from Google.

Keywords:
Computer science Social graph Leverage (statistics) Graph Graph database Distributed computing Architecture Wait-for graph Theoretical computer science Artificial intelligence World Wide Web Social media

Metrics

25
Cited By
2.21
FWCI (Field Weighted Citation Impact)
23
Refs
0.89
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Graph Theory and Algorithms
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Caching and Content Delivery
Physical Sciences →  Computer Science →  Computer Networks and Communications
Peer-to-Peer Network Technologies
Physical Sciences →  Computer Science →  Computer Networks and Communications

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