I highly recommend Jeff Hawkins' (the founder of Numenta) book On Intelligence to anyone interested in anomaly detection and AI in general. Although HTMs haven't been as successful as neural networks, his concept of what intelligence is is very lucid and well-reasoned. Even if he turns out to be wrong about the technology side of things, I'm happy to have learned a thing or two about the neocortex.