Regularized System Identification Learning Dynamic Models From Data - Gianluigi Pillonetto - Paperback - English Book - Cybernetics and systems theory

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Regularized System Identification Learning Dynamic Models From Data - Gianluigi Pillonetto - Paperback - English Book - Cybernetics and systems theory

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Regularized System Identification Learning Dynamic Models From Data - Gianluigi Pillonetto - Paperback - English Book - Cybernetics and systems theory

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Regularized System Identification Learning Dynamic Models From Data - Gianluigi Pillonetto - Paperback - English Book - Cybernetics and systems theory

This Open Access Book Provides A Comprehensive Treatment Of Recent Developments In Kernel-based Identification That Are Of Interest To Anyone Engaged In Learning Dynamic Systems From Data. The Reader Is Led Step By Step Into Understanding Of A Novel Paradigm That Leverages The Power Of Machine Learning Without Losing Sight Of The System-theoretical Principles Of Black-box Identification. The Authors' Reformulation Of The Identification Problem In The Light Of Regularization Theory Not Only Offers New Insight On Classical Questions, But Paves The Way To New And Powerful Algorithms For A Variety Of Linear And Nonlinear Problems.
  • 品牌: Springer Nature B.V
  • 类别: 参考
  • 语言: English
  • 作者: Gianluigi Pillonetto
  • 页数: 404
  • 出版社／标签: Springer Nature B.V
  • 格式: Paperback
  • Fruugo ID: 469772375-983727296
  • ISBN: 9783030958626

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