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Analytics for the real-time web

Authors: Donald Kossmann; Maria Grineva; Martin Hentschel; Maxim Grinev;

Analytics for the real-time web

Abstract

With the emergence of mobile devices constantly connected to the Internet, the nature of user-generated data has changed on most Web 2.0 sites. Today, people produce and share data more often and the lifespan of the data is shorter. Analyzing this data leads to new requirements for analytical systems: real-time processing and database-intensive workloads. Driven by these requirements, we have developed a new system for real-time analytics. Our system extends a key-value store, Cassandra, with push-based processing, transactional task execution, and synchronization. To demonstrate our system, we have built a service to reorganize news sites using real-time feedback from social media.

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    citations
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    11
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Top 10%
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 10%
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
11
Average
Top 10%
Top 10%
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