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By Xu B.G.

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4 Subsets of Vertices Given two disjoint subsets U and W of the vertex set of a graph V (G), the set of edges joining vertices from U and W is written E(U,W ). The number of edges in E(U,W ) is |E(U,W )|. 5 Neighbourhood of a Vertex The neighbourhood of a vertex v ∈ V (G) is the induced subgraph of the vertices adjacent to v, that is neigh(v) = {x|{v, x} ∈ E(G)}. Sometimes this is called open neighbourhood in contrast to the closed neighbourhood formed by neigh(v) ∪ {v}. , xl−1 xl }. , l is the length of the path P, which is the number of edges it contains.

5 outdegree Power law gamma=3 100000 ST dir. 8 indegree ST dir. 0001 1 10 100 1000 1 Charact. 8 dir. n L D C T γin /γout undir. 0522 50 3 undir. 0845 10 3 dir. 5 10 100 1000 degree interval degree interval dir. 0882 5 3 dir. 5/4 Fig. 6 Characteristics of graphs generated by the ST model. a comparison between growth in the number of vertices and growth in the number of edges: if the total number of edges increases faster than the number of vertices — at this increasing the average degree — the exponent of the degree distribution deviates from γ = 3.

Secondly, when examining what annotations are the most important ones for solving language processing tasks and tracing back their creation to their data-driven origin, one will find that the procedures of the SDM provide insights into the system of constituents of natural language and could play the role of de Saussure’s desperately sought realitiesas stated in the epigraph of this chapter. Elaborating on the example of Question Answering, a complete Structure Discovery version of a QA system is now briefly sketched.

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