Nonparametric Density Estimation: The L1 View (Series: Wiley Series in Probability & Mathematical Statistics - Probability & Mathematical Statistics Section)

by Luc Devroye and Laszlo Gyorfi

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This book gives a rigorous, systematic treatment of density estimates, their construction, use and analysis with full proofs. It develops L1 theory, rather than the classical L2, showing how L1 exposes fundamental properties of density estimates masked by L2. The book examines results in simulation, pattern recognition, detection theory, and minimax theory. An extensive bibliography includes references to the recent literature as well as the classical work of Parzen, Rozenblatt and others.
  • ISBN10 0471816469
  • ISBN13 9780471816461
  • Publish Date 18 January 1985
  • Publish Status Out of Stock
  • Out of Print 30 July 1997
  • Publish Country US
  • Imprint John Wiley & Sons Inc
  • Format Hardcover
  • Pages 368
  • Language English