Data-Driven Computational Neuroscience : Machine Learning and Statistical Models by Concha Bielza and Pedro Larranaga (2020, Hardcover)
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Other parts of the book are devoted to association discovery with probabilistic graphical models (Bayesian networks and Markov networks) and spatial statistics with point processes (complete spatial randomness and cluster, regular and Gibbs processes).