passa ai contenuti
Statistical learning theory and stochastic optimization : Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001 Anteprima di questo documento
ChiudiAnteprima di questo documento
Stiamo controllando…

Statistical learning theory and stochastic optimization : Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001

Autore: Olivier Catoni; Jean Picard; LINK (Online service)
Editore: Berlin : Springer-Verlag, ©2004.
Serie: Lecture notes in mathematics (Springer-Verlag), 1851.
Edizione/Formato:   eBook : Document : Conference publication : EnglishVedi tutte le edizioni e i formati
Banca dati:WorldCat
Sommario:
Statistical learning theory is aimed at analyzing complex data with necessarily approximate models. This book is intended for an audience with a graduate background in probability theory and statistics. It will be useful to any reader wondering why it may be a good idea, to use as is often done in practice a notoriously "wrong'' (i.e. over-simplified) model to predict, estimate or classify. This point of view takes  Per saperne di più…
Voto:

(non ancora votato) 0 con commenti - Diventa il primo.

Soggetti
Altri come questo

 

Trova una copia online

Collegamenti a questo documento

Trova una copia in biblioteca

&AllPage.SpinnerRetrieving; Stiamo ricercando le biblioteche che possiedono questo documento…

Dettagli

Genere/forma: Electronic books
Conference papers and proceedings
Congresses
Informazioni aggiuntive sul formato: Print version:
Catoni, Olivier.
Statistical learning theory and stochastic optimization.
Berlin : Springer-Verlag, ©2004
(DLC) 2004109143
(OCoLC)56714791
Tipo materiale: Conference publication, Document, Risorsa internet
Tipo documento: Internet Resource, Computer File
Tutti gli autori / Collaboratori: Olivier Catoni; Jean Picard; LINK (Online service)
ISBN: 9783540445074 3540445072
Numero OCLC: 56508135
Note: " ... 31st Probability Summer School in Saint-Flour (July 8-25, 2001) ..."--Preface.
Descrizione: 1 online resource (viii, 272 pages) : illustrations.
Contenuti: Universal Lossless Data Compression --
Links Between Data Compression and Statistical Estimation --
Non Cumulated Mean Risk --
Gibbs Estimators --
Randomized Estimators and Empirical Complexity --
Deviation Inequalities --
Markov Chains with Exponential Transitions --
References --
Index.
Titolo della serie: Lecture notes in mathematics (Springer-Verlag), 1851.
Altri titoli: Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001
Responsabilità: Olivier Catoni ; editor, Jean Picard.

Abstract:

e. over-simplified) model to predict, estimate or classify. This point of view takes its roots in three fields: information theory, statistical mechanics, and PAC-Bayesian theorems. Results on the  Per saperne di più…

Commenti

Recensioni editoriali

Sinossi editore

From the reviews: "This book is based on a course of lectures given by the author on a circle of ideas lying at the interface of information theory, statistical learning theory and statistical Per saperne di più…

 
Commenti degli utenti
Recuperando commenti GoodReads…
Stiamo recuperando commenti DOGObooks

Etichette

Diventa il primo.
Conferma questa richiesta

Potresti aver già richiesto questo documento. Seleziona OK se si vuole procedere comunque con questa richiesta.

Dati collegati


Primary Entity

<http://www.worldcat.org/oclc/56508135> # Statistical learning theory and stochastic optimization Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001
    a schema:MediaObject, schema:CreativeWork, schema:Book ;
    library:oclcnum "56508135" ;
    library:placeOfPublication <http://experiment.worldcat.org/entity/work/data/14473764#Place/berlin> ; # Berlin
    library:placeOfPublication <http://id.loc.gov/vocabulary/countries/gw> ;
    schema:about <http://dewey.info/class/510/e22/> ;
    schema:about <http://experiment.worldcat.org/entity/work/data/14473764#Topic/mathematical_statistics> ; # Mathematical statistics
    schema:about <http://id.worldcat.org/fast/1077737> ; # Probabilities
    schema:about <http://id.worldcat.org/fast/1012127> ; # Mathematical statistics
    schema:about <http://experiment.worldcat.org/entity/work/data/14473764#Topic/statistics> ; # Statistics
    schema:about <http://experiment.worldcat.org/entity/work/data/14473764#Topic/probabilities> ; # Probabilities
    schema:about <http://id.worldcat.org/fast/1132103> ; # Statistics
    schema:alternateName "Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001" ;
    schema:bookFormat schema:EBook ;
    schema:contributor <http://viaf.org/viaf/22164105> ; # Jean Picard
    schema:contributor <http://viaf.org/viaf/263941687> ; # LINK (Online service)
    schema:contributor <http://experiment.worldcat.org/entity/work/data/14473764#Meeting/ecole_d_ete_de_probabilites_de_saint_flour_31st_2001> ; # Ecole d'été de probabilités de Saint-Flour (31st : 2001)
    schema:copyrightYear "2004" ;
    schema:creator <http://viaf.org/viaf/27313552> ; # Olivier Catoni
    schema:datePublished "2004" ;
    schema:description "Statistical learning theory is aimed at analyzing complex data with necessarily approximate models. This book is intended for an audience with a graduate background in probability theory and statistics. It will be useful to any reader wondering why it may be a good idea, to use as is often done in practice a notoriously "wrong'' (i.e. over-simplified) model to predict, estimate or classify. This point of view takes its roots in three fields: information theory, statistical mechanics, and PAC-Bayesian theorems. Results on the large deviations of trajectories of Markov chains with rare transitions are also included. They are meant to provide a better understanding of stochastic optimization algorithms of common use in computing estimators. The author focuses on non-asymptotic bounds of the statistical risk, allowing one to choose adaptively between rich and structured families of models and corresponding estimators. Two mathematical objects pervade the book: entropy and Gibbs measures. The goal is to show how to turn them into versatile and efficient technical tools, that will stimulate further studies and results."@en ;
    schema:description "Universal Lossless Data Compression -- Links Between Data Compression and Statistical Estimation -- Non Cumulated Mean Risk -- Gibbs Estimators -- Randomized Estimators and Empirical Complexity -- Deviation Inequalities -- Markov Chains with Exponential Transitions -- References -- Index."@en ;
    schema:exampleOfWork <http://worldcat.org/entity/work/id/14473764> ;
    schema:genre "Electronic books"@en ;
    schema:genre "Conference publication"@en ;
    schema:genre "Conference papers and proceedings"@en ;
    schema:inLanguage "en" ;
    schema:isPartOf <http://experiment.worldcat.org/entity/work/data/14473764#Series/lecture_notes_in_mathematics_springer_verlag> ; # Lecture notes in mathematics (Springer-Verlag) ;
    schema:isPartOf <http://worldcat.org/issn/0075-8434> ; # Lecture notes in mathematics,
    schema:isSimilarTo <http://www.worldcat.org/oclc/56714791> ;
    schema:name "Statistical learning theory and stochastic optimization Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001"@en ;
    schema:productID "56508135" ;
    schema:publication <http://www.worldcat.org/title/-/oclc/56508135#PublicationEvent/berlin_springer_verlag_2004> ;
    schema:publisher <http://experiment.worldcat.org/entity/work/data/14473764#Agent/springer_verlag> ; # Springer-Verlag
    schema:url <http://springerlink.metapress.com/link.asp?id=MT30WFT73522> ;
    schema:url <http://www.springerlink.com/openurl.asp?genre=issue&issn=0075-8434&volume=1851> ;
    schema:url <http://rave.ohiolink.edu/ebooks/ebc/11305972> ;
    schema:url <http://dx.doi.org/10.1007/b99352> ;
    schema:workExample <http://worldcat.org/isbn/9783540445074> ;
    wdrs:describedby <http://www.worldcat.org/title/-/oclc/56508135> ;
    .


Related Entities

<http://experiment.worldcat.org/entity/work/data/14473764#Agent/springer_verlag> # Springer-Verlag
    a bgn:Agent ;
    schema:name "Springer-Verlag" ;
    .

<http://experiment.worldcat.org/entity/work/data/14473764#Meeting/ecole_d_ete_de_probabilites_de_saint_flour_31st_2001> # Ecole d'été de probabilités de Saint-Flour (31st : 2001)
    a bgn:Meeting, schema:Event ;
    schema:name "Ecole d'été de probabilités de Saint-Flour (31st : 2001)" ;
    .

<http://experiment.worldcat.org/entity/work/data/14473764#Series/lecture_notes_in_mathematics_springer_verlag> # Lecture notes in mathematics (Springer-Verlag) ;
    a bgn:PublicationSeries ;
    schema:hasPart <http://www.worldcat.org/oclc/56508135> ; # Statistical learning theory and stochastic optimization Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001
    schema:name "Lecture notes in mathematics (Springer-Verlag) ;" ;
    .

<http://id.worldcat.org/fast/1012127> # Mathematical statistics
    a schema:Intangible ;
    schema:name "Mathematical statistics"@en ;
    .

<http://id.worldcat.org/fast/1077737> # Probabilities
    a schema:Intangible ;
    schema:name "Probabilities"@en ;
    .

<http://id.worldcat.org/fast/1132103> # Statistics
    a schema:Intangible ;
    schema:name "Statistics"@en ;
    .

<http://viaf.org/viaf/22164105> # Jean Picard
    a schema:Person ;
    schema:familyName "Picard" ;
    schema:givenName "Jean" ;
    schema:name "Jean Picard" ;
    .

<http://viaf.org/viaf/263941687> # LINK (Online service)
    a schema:Organization ;
    schema:name "LINK (Online service)" ;
    .

<http://viaf.org/viaf/27313552> # Olivier Catoni
    a schema:Person ;
    schema:familyName "Catoni" ;
    schema:givenName "Olivier" ;
    schema:name "Olivier Catoni" ;
    .

<http://worldcat.org/isbn/9783540445074>
    a schema:ProductModel ;
    schema:isbn "3540445072" ;
    schema:isbn "9783540445074" ;
    .

<http://worldcat.org/issn/0075-8434> # Lecture notes in mathematics,
    a bgn:PublicationSeries ;
    schema:hasPart <http://www.worldcat.org/oclc/56508135> ; # Statistical learning theory and stochastic optimization Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001
    schema:issn "0075-8434" ;
    schema:name "Lecture notes in mathematics," ;
    .

<http://www.worldcat.org/oclc/56714791>
    a schema:CreativeWork ;
    rdfs:label "Statistical learning theory and stochastic optimization." ;
    schema:description "Print version:" ;
    schema:isSimilarTo <http://www.worldcat.org/oclc/56508135> ; # Statistical learning theory and stochastic optimization Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001
    .

<http://www.worldcat.org/title/-/oclc/56508135>
    a genont:InformationResource, genont:ContentTypeGenericResource ;
    schema:about <http://www.worldcat.org/oclc/56508135> ; # Statistical learning theory and stochastic optimization Ecole d'Eté de Probabilités de Saint-Flour XXXI-2001
    schema:dateModified "2015-08-02" ;
    void:inDataset <http://purl.oclc.org/dataset/WorldCat> ;
    .


Content-negotiable representations

Chiudi finestra

Per favore entra in WorldCat 

Non hai un account? Puoi facilmente crearne uno gratuito.