$4.($Network analysis and low$-$dimensional embeddings$)$ Suppose you are given a data set in the form of a weighted network: you have a set of N nodes, such as points embedded in a high$-$dimensional space, and weights wij $>=0$ between each node. Let$$s assume the weights are symmetric, i$.$e$.$ wij $=$ wji.