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Site updated: 2023-09-14 23:04:16
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liqi16 committed Sep 14, 2023
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Expand Up @@ -240,7 +240,7 @@ <h1 class="post-title">GNN2.5 SDNE(PaperReading)</h1>

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<li>Model<ul>
<li>Adjacency matrix S: s_i &#x3D; {s_{i,j}}<em>{j&#x3D;1}^n, s</em>{i,j} &gt; 0 IFF there exists a link between v_i and v_j.</li>
<li>Adjacency matrix S: s_i &#x3D; {s_{i,j}}_{j&#x3D;1}^n, s_{i,j} &gt; 0 IFF there exists a link between v_i and v_j.</li>
<li>Autoencoder: unsupervised -&gt; second-order proximity<br><img src="/2023/09/14/GNN-2-5-SDNE/1.png"><br><img src="/2023/09/14/GNN-2-5-SDNE/2.png"><ul>
<li>Problem: the links between vertexes do indicate their similarity but no links do not necessarily indicate their dissimilarity.<br><img src="/2023/09/14/GNN-2-5-SDNE/3.png"></li>
<li>first-order proximity<br><img src="/2023/09/14/GNN-2-5-SDNE/4.png"></li>
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