DocumentCode
2384825
Title
On MySpace Account Spans and Double Pareto-Like Distribution of Friends
Author
Ribeiro, Bruno ; Gauvin, William ; Liu, Benyuan ; Towsley, Don
Author_Institution
Univ. of Massachusetts Amherst, Amherst, MA, USA
fYear
2010
fDate
15-19 March 2010
Firstpage
1
Lastpage
6
Abstract
In this work we study the activity span of MySpace accounts and its connection to the distribution of the number of friends. The activity span is the time elapsed since the creation of the account until the user´s last login time. We observe exponentially distributed activity spans. We also observe that the distribution of the number of friends over accounts with the same activity span is well approximated by a lognormal with a fairly light tail. These two findings shed light into the puzzling (yet unexplained) inflection point (knee) in the distribution of friends in MySpace when plotted in log-log scale. We argue that the inflection point resembles the inflection point of Reed´s (Double Pareto) Geometric Brownian Motion with Exponential Stopping Times model. We also present evidence against the Dunbar number hypothesis of online social networks, which argues, without proof, that the inflection point is due to the Dunbar number (a theoretical limit on the number of people that a human brain can sustain active social contact with). While we answer many questions, we leave many others open.
Keywords
Pareto distribution; exponential distribution; social networking (online); Dunbar number hypothesis; MySpace account spans; activity span; double Pareto-like firends distribution; exponential distribution; exponential stopping times model; geometric Brownian motion; log-log scale; online social networks; Brownian motion; Communications Society; Computer science; Humans; Knee; MySpace; Probability distribution; Shape; Social network services; Solid modeling;
fLanguage
English
Publisher
ieee
Conference_Titel
INFOCOM IEEE Conference on Computer Communications Workshops , 2010
Conference_Location
San Diego, CA
Print_ISBN
978-1-4244-6739-6
Electronic_ISBN
978-1-4244-6739-6
Type
conf
DOI
10.1109/INFCOMW.2010.5466698
Filename
5466698
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