For graph mining using random walk with restart (RWR), the formula is (mathbf{r}_{i}=c tilde{W} mathbf{r}_{i}+(1-c) mathbf{e}_{i}), where
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For graph mining using random walk with restart (RWR), the formula is \(\mathbf{r}_{i}=c \tilde{W} \mathbf{r}_{i}+(1-c) \mathbf{e}_{i}\), where the ranking vector \(\mathbf{r}_{i}\) will start the random walk from node \(i, c\) is the restart probability, \(\tilde{W}\) is the normalized weight matrix, and \(\mathbf{e}_{i}\) is the starting vector. Please explain:
a. Why RWR could capture multiple weighted relationship between nodes?
b. What is the similarity and the difference between random walk based graph kernel and RWR?
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Related Book For
Data Mining Concepts And Techniques
ISBN: 9780128117613
4th Edition
Authors: Jiawei Han, Jian Pei, Hanghang Tong
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