DocumentCode
3585325
Title
How Heavy-Tailed is the Distribution of Global Cargo Ship Traffic?
Author
Gastner, Michael T. ; Ducruet, Cesar
Author_Institution
Res. Centre for Natural Sci., Inst. of Tech. Phys. & Mater. Sci., Budapest, Hungary
fYear
2014
Firstpage
289
Lastpage
294
Abstract
Power laws, once believed to be a universal feature of degree distributions in complex networks, have come under attack in recent years. More sophisticated statistical analysis has often revealed other heavy-tailed distributions as more adequate descriptions of real-world data. Here we study degree and strength distributions of the network of worldwide cargo ship movements -- the main transport network for world trade -- from 14 different years between 1890 and 2008. We compare the Akaike information criterion of various common probabilistic models. In almost all cases, the Akaike weights identify a stretched exponential distribution as the most likely among the investigated models. Simple or truncated power laws, by contrast, do not capture the observations equally well. Cargo ship traffic is thus heavy-tailed with some ports being significantly busier than the average, but the distribution is not scale-free. The maximum-likelihood estimators indicate that the normalized distribution became increasingly shorter-tailed for one century. However, since the start of this millennium this trend appears to be reversing.
Keywords
exponential distribution; goods distribution; international trade; cargo ship traffic; exponential distribution; heavy-tailed distribution; power law distribution; world trade; Biological system modeling; Complex networks; Data models; Marine vehicles; Maximum likelihood estimation; Ports (Computers); Weibull distribution; Akaike information criterion; cargo shipping; degree distribution; model selection;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal-Image Technology and Internet-Based Systems (SITIS), 2014 Tenth International Conference on
Type
conf
DOI
10.1109/SITIS.2014.33
Filename
7081561
Link To Document