Clustering vs. Layout aggregation: explicit, or with visual system? optimization define error metric minimize error lots of related approaches force-directed placement gradient descent simulated annealing multi-dimensional scaling (MDS) principal components analysis (PCA) other approaches self-organizing (Kohonen) maps (SOM) graph-theoretic clustering (MGV) 25