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Department of Physics

18115

18115  Information Theory   

Course Webpagehttps://eclass.uoa.gr/courses/PHYS373/ 

Course Content

  • Introduction to Information Theory and Error-correcting codes, Parity Check Matrices, Factor Graphs
  • Coding as a Phase Transition and Statistical Physics
  • LDPC: Marginalization and Sum-Product Equations
  • Coding: Belief Propagation and Density Evolution for BEC, BSC, AWGN
  • Applications and Extensions: Compressive Sensing using Approximate Message Passing and Spatial Coupling.