preprintMay 13, 2013Closed access
Distributed large-scale natural graph factorization
Google (United States) · Institut national de recherche en sciences et technologies du numérique · +4 more institutions
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Abstract
Natural graphs, such as social networks, email graphs, or instant messaging patterns, have become pervasive through the internet. These graphs are massive, often containing hundreds of millions of nodes and billions of edges. While some theoretical models have been proposed to study such graphs, their analysis is still difficult due to the scale and nature of the data.
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676
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Authors
5- AAAmr AhmedCorresponding
Google (United States)
- NSNino Shervashidze
Institut national de recherche en sciences et technologies du numérique, École Normale Supérieure - PSL
- SNShravan Narayanamurthy
Microsoft Research (India), Microsoft (India)
- VJVanja Josifovski
Google (United States)
- AJAlexander J. Smola
Carnegie Mellon University
Topics & keywords
Topics
Keywords
- Computer science
- The Internet
- Theoretical computer science
- Graph
- World Wide Web
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