Distributed Optimization and Statistical Learning Via the Alternating Direction Method of Multipliers

Released on by Stephen Boyd
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  • Distributed Optimization and Statistical Learning Via the Alternating Direction Method of Multipliers Book Detail

  • Author : Stephen Boyd
  • Release Date : 2011
  • Publisher : Now Publishers Inc
  • Genre : Computers
  • Pages : 138
  • ISBN 13 : 160198460X
  • File Size : 24,24 MB
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Distributed Optimization and Statistical Learning Via the Alternating Direction Method of Multipliers by Stephen Boyd PDF Summary

Book Description: Surveys the theory and history of the alternating direction method of multipliers, and discusses its applications to a wide variety of statistical and machine learning problems of recent interest, including the lasso, sparse logistic regression, basis pursuit, covariance selection, support vector machines, and many others.

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