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Node2Vec

Node2Vec for graph embedding (self implementation)

Node2Vec Algorithm

dbf1e82b2e61bc5c32442e5516f100c

Reference:

https://readpaper.com/pdf-annotate/note?pdfId=4544506260237213697&noteId=1857821480027477760

(node2vec: Scalable Feature Learning for Networks)

https://github.com/aditya-grover/node2vec/tree/master

Alias Sampling

The random walk generation process makes use of the alias sampling method, for more details see:

https://lips.cs.princeton.edu/the-alias-method-efficient-sampling-with-many-discrete-outcomes/

(The Alias Method: Efficient Sampling with Many Discrete Outcomes)

Word2Vec

The node embedding generation process makes use of the word2vec method in NLP, for more details see:

https://readpaper.com/pdf-annotate/note?pdfId=4554146041549561857&noteId=1860473699323059712

(Efficient Estimation of Word Representations in Vector Space)

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