The 22nd MLSP workshop in the series organized by the Signal Processing Society MLSP Technical Committee will present the most recent and exciting advances in data analysis for signal processing problems through tutorials, keynote talks, as well as special and regular singletrack sessions. The workshop will take place at The Royal Palace of the Magdalena, Santander, Spain.