The definition of the number of ends for a locally finite graph

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Here I am wonder what's the definition in terms of vector spaces over Z2, and how to show it's equivalent to other definitions.

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A good reference for this material is Section 5 of the paper of Scott and Wall entitled "Topological Methods in Group Theory". Here is a link of a scanned .pdf file. Proposition 5.1 of that paper answers your question.