Articoli correlati a A Probabilistic Theory of Pattern Recognition: 31
Sinossi
Pattern recognition presents one of the most significant challenges for scientists and engineers, and many different approaches have been proposed. The aim of this book is to provide a self-contained account of probabilistic analysis of these approaches. The book includes a discussion of distance measures, nonparametric methods based on kernels or nearest neighbors, Vapnik-Chervonenkis theory, epsilon entropy, parametric classification, error estimation, free classifiers, and neural networks. Wherever possible, distribution-free properties and inequalities are derived. A substantial portion of the results or the analysis is new. Over 430 problems and exercises complement the material.
Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.
Contenuti
Preface * Introduction * The Bayes Error * Inequalities and alternate distance measures * Linear discrimination * Nearest neighbor rules * Consistency * Slow rates of convergence Error estimation * The regular histogram rule * Kernel rules Consistency of the k-nearest neighbor rule * Vapnik-Chervonenkis theory * Combinatorial aspects of Vapnik-Chervonenkis theory * Lower bounds for empirical classifier selection * The maximum likelihood principle * Parametric classification * Generalized linear discrimination * Complexity regularization * Condensed and edited nearest neighbor rules * Tree classifiers * Data-dependent partitioning * Splitting the data * The resubstitution estimate * Deleted estimates of the error probability * Automatic kernel rules * Automatic nearest neighbor rules * Hypercubes and discrete spaces * Epsilon entropy and totally bounded sets * Uniform laws of large numbers * Neural networks * Other error estimates * Feature extraction * Appendix * Notation * References * Index
Product Description
Book by Devroye Luc Gyrfi Laszlo Lugosi Gabor
Le informazioni nella sezione "Su questo libro" possono far riferimento a edizioni diverse di questo titolo.
Compra nuovo
Visualizza questo articolo
EUR 26,22
GRATIS per la spedizione in U.S.A.
Destinazione, tempi e costiAltre edizioni note dello stesso titolo
Risultati della ricerca per A Probabilistic Theory of Pattern Recognition: 31
Edizione Internazionale
Applications Of Mathematics- A Probabilistic Theory Of Pattern Recognition, Sie
Edizione InternazionaleDa: Romtrade Corp., STERLING HEIGHTS, MI, U.S.A.
Valutazione del venditore 5 su 5 stelle
Condizione: New. Brand New. Soft Cover International Edition. Different ISBN and Cover Image. Priced lower than the standard editions which is usually intended to make them more affordable for students abroad. The core content of the book is generally the same as the standard edition. The country selling restrictions may be printed on the book but is no problem for the self-use. This Item maybe shipped from US or any other country as we have multiple locations worldwide. Codice articolo ABNR-7342
Quantità: 2 disponibili
Edizione Internazionale
APPLICATIONS OF MATHEMATICS- A PROBABILISTIC THEORY OF PATTERN RECOGNITION, SIE
Edizione InternazionaleDa: Basi6 International, Irving, TX, U.S.A.
Valutazione del venditore 5 su 5 stelle
Condizione: Brand New. New.SoftCover International edition. Different ISBN and Cover image but contents are same as US edition. Expediting shipping for all USA and Europe orders excluding PO Box. Excellent Customer Service. Codice articolo ABEJUNE24-328725
Quantità: 6 disponibili
Edizione Internazionale
A PROBABILISTIC THEORY OF PATTERN RECOGNITION SIE (PB 2014)
Edizione InternazionaleDa: Basi6 International, Irving, TX, U.S.A.
Valutazione del venditore 5 su 5 stelle
Condizione: Brand New. New.SoftCover International edition. Different ISBN and Cover image but contents are same as US edition. Expediting shipping for all USA and Europe orders excluding PO Box. Excellent Customer Service. Codice articolo ABEJUNE24-328304
Quantità: Più di 20 disponibili
Foto dell'editore
A Probabilistic Theory of Pattern Recognition (Stochastic Modelling and Applied Probability)
Da: HPB-Red, Dallas, TX, U.S.A.
Valutazione del venditore 5 su 5 stelle
Hardcover. Condizione: Good. Connecting readers with great books since 1972! Used textbooks may not include companion materials such as access codes, etc. May have some wear or writing/highlighting. We ship orders daily and Customer Service is our top priority! Codice articolo S_379575977
Quantità: 1 disponibili
Foto dell'editore
A Probabilistic Theory of Pattern Recognition (Stochastic Modelling and Applied Probability)
Da: Textbooks_Source, Columbia, MO, U.S.A.
Valutazione del venditore 5 su 5 stelle
hardcover. Condizione: Good. Corrected. Ships in a BOX from Central Missouri! May not include working access code. Will not include dust jacket. Has used sticker(s) and some writing or highlighting. UPS shipping for most packages, (Priority Mail for AK/HI/APO/PO Boxes). Codice articolo 000325462U
Quantità: 3 disponibili
Foto dell'editore
A Probabilistic Theory of Pattern Recognition
Da: ThriftBooks-Atlanta, AUSTELL, GA, U.S.A.
Valutazione del venditore 5 su 5 stelle
Hardcover. Condizione: Good. No Jacket. Pages can have notes/highlighting. Spine may show signs of wear. ~ ThriftBooks: Read More, Spend Less 2.45. Codice articolo G0387946187I3N00
Quantità: 1 disponibili
Immagini fornite dal venditore
A Probabilistic Theory of Pattern Recognition (Stochastic Modelling and Applied Probability)
Da: Goodwill of Silicon Valley, SAN JOSE, CA, U.S.A.
Valutazione del venditore 4 su 5 stelle
Condizione: good. Supports Goodwill of Silicon Valley job training programs. The cover and pages are in Good condition! Any other included accessories are also in Good condition showing use. Use can include some highlighting and writing, page and cover creases as well as other types visible wear. Codice articolo GWSVV.0387946187.G
Quantità: 1 disponibili
Immagini fornite dal venditore
Probabilistic Theory of Pattern Recognition
Da: GreatBookPrices, Columbia, MD, U.S.A.
Valutazione del venditore 5 su 5 stelle
Condizione: good. May show signs of wear, highlighting, writing, and previous use. This item may be a former library book with typical markings. No guarantee on products that contain supplements Your satisfaction is 100% guaranteed. Twenty-five year bookseller with shipments to over fifty million happy customers. Codice articolo 462033-5
Quantità: 3 disponibili
Foto dell'editore
A Probabilistic Theory of Pattern Recognition
Da: Better World Books: West, Reno, NV, U.S.A.
Valutazione del venditore 5 su 5 stelle
Condizione: Good. Used book that is in clean, average condition without any missing pages. Codice articolo 47801309-75
Quantità: 1 disponibili
Foto dell'editore
A Probabilistic Theory of Pattern Recognition (Stochastic Modelling and Applied Probability)
Da: thebookforest.com, San Rafael, CA, U.S.A.
Valutazione del venditore 5 su 5 stelle
Condizione: New. Well packaged and promptly shipped from California. Partnered with Friends of the Library since 2010. Codice articolo 1LAUHV002V0V
Quantità: 1 disponibili