Moments of Two-Variable Functions and the Uniqueness of Graph Limits |
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Authors: | Christian Borgs Jennifer Chayes László Lovász |
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Affiliation: | 1. Microsoft Research New England, One Memorial Drive, Cambridge, MA, 02142, USA 2. Institute of Mathematics, E?t?s Loránd University, 1518, Budapest, Pf. 120, Hungary
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Abstract: | For a symmetric bounded measurable function W on [0, 1]2 and a simple graph F, the homomorphism density $t(F,W) = int _{[0,1]^{V (F)}} prod_ {i jin E(F)} W(x_i, x_j)dx .$ can be thought of as a “moment” of W. We prove that every such function is determined by its moments up to a measure preserving transformation of the variables. The main motivation for this result comes from the theory of convergent graph sequences. A sequence (G n ) of dense graphs is said to be convergent if the probability, t(F, G n ), that a random map from V(F) into V(G n ) is a homomorphism converges for every simple graph F. The limiting density can be expressed as t(F, W) for a symmetric bounded measurable function W on [0, 1]2. Our results imply in particular that the limit of a convergent graph sequence is unique up to measure preserving transformation. |
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