EAN: 9780128188033

MACHINE LEARNING - SERGIOS THEODORIDIS GEBUNDEN

Presents the physical reasoning  mathematical modeling and algorithmic implementation of each
method Updates on the latest trends  including sparsity  convex analysis and optimization 
online distributed algorithms  learning in RKH spaces  Bayesian inference  graphical and hidden
Markov models  particle filtering  deep learning  dictionary learning and latent variables
modeling Provides case studies on a variety of topics  including protein folding prediction 
optical character recognition  text authorship identification  fMRI data analysis  change point
detection  hyperspectral image unmixing  target localization  and more

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