Self-Organizing Maps

Self-organizing maps are an old idea (first published in 1989) and take strong inspiration from some empirical neurophysiological observations from that time. The original paper "Self-Organizing Semantic Maps" by Ritter and Kohonen (pdf) has a nice discussion that took me back to some questions I was looking at in another life as a neurophysiologist. The …

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Bayesian networks and conditional independence

Bayesian networks are directed graphs that represent probabilistic relationships between variables. I'm using the super-excellent book "Pattern Recognition and Machine Learning" by C. Bishop as my reference to learn about bayesian networks and conditional independence, and I'd like to share some intuitions about these. First, let's motivate our study with a common home situation related …