Nonparametric Density Estimation: The L1 View - Rilegato

Devroye, Lue; Gyorfi, Laszlo

Rilegato

ISBN 10: 0471816469 ISBN 13: 9780471816461

Casa editrice: John Wiley & Sons Inc, 1985

Riassunto

The first systematic single-source examination of density estimates. It develops, from first principles, the ``natural'' theory for density estimation, L1, and shows why the classical L2 theory masks some fundamental properties of density estimates. Chapters comprehensively treat consistency, lower bounds for rates of convergence, rates of convergence in L1, the transformed kernel estimate, applications in discrimination, and estimators based on orthogonal series. All theorems are fully proven in rigorous, step-by-step detail. Additionally, the relevant recent literature is tied in with the more classic works of Parzen, Rosenblatt, and others.

Dettagli dell?edizione

• Editore: John Wiley & Sons Inc
• Data di pubblicazione: 1985
• ISBN 10: 0471816469
• ISBN 13: 9780471816461
• Rilegatura: Copertina rigida
• Lingua: Inglese
• Numero di pagine: 368
• Contatto del produttore: non disponibile