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Deepwalk on Weighted Graph about deepwalk HOT 5 CLOSED

phanein avatar phanein commented on August 16, 2024
Deepwalk on Weighted Graph

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Comments (5)

shun1024 avatar shun1024 commented on August 16, 2024

Hi,

Just for note.

I implemented one weighted version and stored it in:

https://github.com/shun1024/weighted-deepwalk

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GTmac avatar GTmac commented on August 16, 2024

@shun1024 Thanks for the implementation! For weighted graphs, you can generalize the random walk function here:
https://github.com/phanein/deepwalk/blob/master/deepwalk/graph.py#L128-L151

Also, introducing alias sampling reduces the time complexity of generating the next node from $O(n)$ to $O(1)$. An implementation of alias sampling can be found here:
https://github.com/aditya-grover/node2vec/blob/master/src/node2vec.py

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shun1024 avatar shun1024 commented on August 16, 2024

@GTmac thanks for suggestion :)

That's pretty great software

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anvarisoraya avatar anvarisoraya commented on August 16, 2024

Hello
I just want to know how deepwalk without weight can find word frequency. I dont get that
i appreciate if any one help

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GTmac avatar GTmac commented on August 16, 2024

@anvarisoraya I am not sure if I understand your question, but word frequency is computed by counting the number of occurrences of each word (node) in random walks, which does not assume the input graph to be weighted.

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