diff --git a/README.md b/README.md index 9551d14..088e034 100644 --- a/README.md +++ b/README.md @@ -3,12 +3,14 @@ # Method -| Model | Paper | Note | -| :------: | :------------------------------------------------------------------------------------------------------------------------- | :----------------------------------------------------------------------------------------- | -| DeepWalk | [KDD 2014][DeepWalk: Online Learning of Social Representations](http://www.perozzi.net/publications/14_kdd_deepwalk.pdf) | [【Graph Embedding】DeepWalk:算法原理,实现和应用](https://zhuanlan.zhihu.com/p/56380812) | -| LINE | [WWW 2015][LINE: Large-scale Information Network Embedding](https://arxiv.org/pdf/1503.03578.pdf) | [【Graph Embedding】LINE:算法原理,实现和应用](https://zhuanlan.zhihu.com/p/56478167) | -| Node2Vec | [KDD 2016][node2vec: Scalable Feature Learning for Networks](https://www.kdd.org/kdd2016/papers/files/rfp0218-groverA.pdf) | [【Graph Embedding】Node2Vec:算法原理,实现和应用](https://zhuanlan.zhihu.com/p/56542707) | -| SDNE | [KDD 2016][Structural Deep Network Embedding](https://www.kdd.org/kdd2016/papers/files/rfp0191-wangAemb.pdf) | [【Graph Embedding】SDNE:算法原理,实现和应用](https://zhuanlan.zhihu.com/p/56637181) | +| Model | Paper | Note | +| :-------: | :------------------------------------------------------------------------------------------------------------------------- | :------------------------------------------------------------------------------------------ | +| DeepWalk | [KDD 2014][DeepWalk: Online Learning of Social Representations](http://www.perozzi.net/publications/14_kdd_deepwalk.pdf) | [【Graph Embedding】DeepWalk:算法原理,实现和应用](https://zhuanlan.zhihu.com/p/56380812) | +| LINE | [WWW 2015][LINE: Large-scale Information Network Embedding](https://arxiv.org/pdf/1503.03578.pdf) | [【Graph Embedding】LINE:算法原理,实现和应用](https://zhuanlan.zhihu.com/p/56478167) | +| Node2Vec | [KDD 2016][node2vec: Scalable Feature Learning for Networks](https://www.kdd.org/kdd2016/papers/files/rfp0218-groverA.pdf) | [【Graph Embedding】Node2Vec:算法原理,实现和应用](https://zhuanlan.zhihu.com/p/56542707) | +| SDNE | [KDD 2016][Structural Deep Network Embedding](https://www.kdd.org/kdd2016/papers/files/rfp0191-wangAemb.pdf) | [【Graph Embedding】SDNE:算法原理,实现和应用](https://zhuanlan.zhihu.com/p/56637181) | +| Struc2Vec | [KDD 2017][struc2vec: Learning Node Representations from Structural Identity](https://arxiv.org/pdf/1704.03165.pdf) | [【Graph Embedding】Struc2Vec:算法原理,实现和应用](https://zhuanlan.zhihu.com/p/56733145) | + # How to run examples 1. clone the repo and make sure you have installed `tensorflow` or `tensorflow-gpu` on your local machine. @@ -62,4 +64,15 @@ G = nx.read_edgelist('../data/wiki/Wiki_edgelist.txt',create_using=nx.DiGraph(), model = SDNE(G,hidden_size=[256,128]) #init model model.train(batch_size=3000,epochs=40,verbose=2)# train model embeddings = model.get_embeddings()# get embedding vectors -``` \ No newline at end of file +``` + +## Struc2Vec + + +```python +G = nx.read_edgelist('../data/flight/brazil-airports.edgelist',create_using=nx.DiGraph(),nodetype=None,data=[('weight',int)])#read graph + +model = SDNE(G,hidden_size=[256,128]) #init model +model.train(batch_size=3000,epochs=40,verbose=2)# train model +embeddings = model.get_embeddings()# get embedding vectors +``` diff --git a/data/flight/brazil-airports.edgelist b/data/flight/brazil-airports.edgelist new file mode 100644 index 0000000..51058a6 --- /dev/null +++ b/data/flight/brazil-airports.edgelist @@ -0,0 +1,1074 @@ +7 77 +29 50 +3 35 +9 84 +25 82 +6 28 +64 51 +108 74 +19 4 +2 84 +7 25 +56 25 +24 66 +23 26 +30 51 +10 61 +50 84 +65 84 +53 53 +9 0 +30 15 +45 35 +10 7 +87 52 +106 19 +70 53 +58 130 +6 98 +103 80 +7 19 +36 40 +25 15 +15 4 +4 50 +2 27 +7 98 +9 123 +1 54 +58 65 +4 5 +96 77 +9 127 +50 27 +1 120 +55 2 +79 1 +3 40 +36 67 +75 15 +67 7 +0 67 +61 69 +9 39 +6 41 +36 41 +49 71 +31 51 +46 2 +49 67 +9 9 +57 7 +6 67 +36 5 +34 3 +58 4 +30 69 +80 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