The demo implementation uses a radial basis function (RBF) kernel to construct the affinity matrix, a normalized Laplacian matrix based on weights, embedding using eigenvectors via QR decomposition ...

Clustering non-numeric -- or categorial -- data is surprisingly difficult, but it's explained here by resident data scientist Dr. James McCaffrey of Microsoft Research, who provides all the code you ...