Lectures on the nearest neighbor method. (2015)

• Record Type: Book
• Further Information: Note: Gérard Biau, Luc Devroye.
• Authors: Biau, Gérard; Devroye, Luc
• Contents: Part I: Density Estimation -- Order Statistics and Nearest Neighbors -- The Expected Nearest Neighbor Distance -- The k-nearest Neighbor Density Estimate -- Uniform Consistency -- Weighted k-nearest neighbor density estimates.- Local Behavior -- Entropy Estimation -- Part II: Regression Estimation -- The Nearest Neighbor Regression Function Estimate -- The 1-nearest Neighbor Regression Function Estimate -- LP-consistency and Stone's Theorem -- Pointwise Consistency -- Uniform Consistency -- Advanced Properties of Uniform Order Statistics -- Rates of Convergence -- Regression: The Noisless Case -- The Choice of a Nearest Neighbor Estimate -- Part III: Supervised Classification -- Basics of Classification -- The 1-nearest Neighbor Classification Rule -- The Nearest Neighbor Classification Rule. Appendix -- Index.
• Publisher Details: Cham : Springer
• Publication Date: 2015
• Extent: 1 online resource (ix, 290 pages), color illustrations
• Subjects: 519.2; Mathematics; Nearest neighbor analysis (Statistics); Nearest neighbor analysis (Statistics); MATHEMATICS / Applied; MATHEMATICS / Probability & Statistics / General; Computers -- Computer Vision & Pattern Recognition; Computers -- Mathematical & Statistical Software; Pattern recognition; Mathematical & statistical software; Distribution (Probability theory); Optical pattern recognition; Mathematical statistics; Mathematics -- Probability & Statistics -- General; Probability & statistics; Electronic books
• Languages: English
• ISBNs: 9783319253886; 3319253883
• Related ISBNs: 9783319253862
• Notes: Note: Includes bibliographical references and index.; Note: Online resource; title from PDF title page (SpringerLink, viewed December 21, 2015).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.