Abstract
Abel-Tauberian theorems relate power law behavior of distributions and their transforms. We formulate and prove a multivariate version for non-standard regularly varying measures on \(\mathbb {R}_{+}^{p}\) and then apply it to prove that the joint distribution of in- and out-degree in a directed edge preferential attachment model has jointly regularly varying tails.
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Bingham, N., Goldie, C., Teugels, J.: Regular Variation. Cambridge University Press, Cambridge (1987)
Bollobás, B., Borgs, C., Chayes, J., Riordan, O.: Directed scale-free graphs. In: Proceedings of the 14th Annual ACM-SIAM Symposium on Discrete Algorithms (Baltimore, 2003), pp 132–139. ACM, New York (2003)
Feller, W.: An Introduction to Probability Theory and its Applications, vol. 2. 2nd edn. Wiley, New York (1971)
Jiang, B., Zhang, Z.-L., Towsley, D.: Reciprocity in social networks with capacity constraints. arXiv:1412.4299 (2014)
Krapivsky, P., Redner, S.: Organization of growing random networks. Phys. Rev. E 63, 066123:1–14 (2001)
Resnick, S.: Point processes and Tauberian theory. Math. Sci. 16, 83–106 (1991)
Resnick, S.: Heavy-Tail Phenomena: Probabilistic and Statistical Modeling. Springer, New York (2007)
Samorodnitsky, G., Resnick, S., Towsley, D., Davis, R., Willis, A., Wan, P.: Nonstandard regular variation of in-degree and out-degree in the preferential attachment model. arXiv:1405.4882 (2014)
Stadtmüller, U.: A refined Tauberian theorem for Laplace transforms in dimension d > 1. J. Reine Angew. Math. 328, 72–83 (1981)
Stadtmüller, U., Trautner, R.: Tauberian theorems for Laplace transforms. J. Reine Angew. Math. 311/312, 283–290 (1979)
Stadtmüller, U., Trautner, R.: Tauberian theorems for Laplace transforms in dimension D > 1. J. Reine Angew. Math. 323, 127–138 (1981)
Stam, A.: Regular variation in \(\mathbb {R}_{+}^{d}\) and the Abel-Tauber theorem. Technical Report, unpublished. Mathematisch Instituut, Rijksuniversiteit Groningen (1977)
Yakimiv, A.: Probabilistic Applications of Tauberian Theorems. Modern Probability and Statistics. VSP, Leiden, The Netherlands (2005)
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Resnick, S., Samorodnitsky, G. Tauberian theory for multivariate regularly varying distributions with application to preferential attachment networks. Extremes 18, 349–367 (2015). https://doi.org/10.1007/s10687-015-0216-2
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DOI: https://doi.org/10.1007/s10687-015-0216-2