Link Based Features

Predictive Analytics using Networked Data in R

María Óskarsdóttir, Ph.D.

Post-doctoral researcher

Adjacency matrices

A <- get.adjacency(g)

Predictive Analytics using Networked Data in R

Link based features

preference <- c(1,1,1,1,1,1,0,0,0,0)
rNeighbors <- A %*% preference
as.vector(rNeighbors)
4 3 3 5 3 2 3 0 1 0
Predictive Analytics using Networked Data in R

Neighborhood features

age <- c(23,65,33,36,28,45,41,24,38,39)
degree <- degree(g)
averageAge <- A %*% age / degree
Predictive Analytics using Networked Data in R

Let's practice!

Predictive Analytics using Networked Data in R

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