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The elements of statistical learning : data mining, inference, and prediction

Author: Trevor Hastie; Robert Tibshirani; J H Friedman
Publisher: New York : Springer, [2009] ©2009
Series: Springer series in statistics.
Edition/Format:   eBook : Document : English : Second edition, corrected 7th printingView all editions and formats
Summary:
"During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. Many of these tools  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Hastie, Trevor.
Elements of statistical learning.
New York : Springer, ©2009
(OCoLC)300478243
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Trevor Hastie; Robert Tibshirani; J H Friedman
ISBN: 9780387848587 0387848584 9781282126749 1282126741
OCLC Number: 405547558
Notes: Second edition corrected at 7th printing in 2013.
Description: 1 online resource (xxii, 745 pages) : color illustrations
Contents: 1. Introduction --
2. Overview of supervised learning --
3. Linear methods for regression --
4. Linear methods for classification --
5. Basis expansions and regularization --
6. Kernel smoothing methods --
7. Model assessment and selection --
8. Model inference and averaging --
9. Additive models, trees, and related methods --
10. Boosting and additive trees --
11. Neural networks --
12. Support vector machines and flexible discriminants --
13. Prototype methods and nearest-neighbors --
14. Unsupervised learning --
15. Random forests --
16. Ensemble learning --
17. Undirected graphical models --
18. High-dimensional problems: p>> N.
Series Title: Springer series in statistics.
Responsibility: Trevor Hastie, Robert Tibshirani, Jerome Friedman.
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Abstract:

This major new edition features many topics not covered in the original, including graphical models, random forests, and ensemble methods. As before, it covers the conceptual framework for  Read more...

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Primary Entity<\/h3>\n
<http:\/\/www.worldcat.org\/oclc\/405547558<\/a>> # The elements of statistical learning : data mining, inference, and prediction<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:MediaObject<\/a>, schema:CreativeWork<\/a>, schema:Book<\/a> ;\u00A0\u00A0\u00A0\nlibrary:oclcnum<\/a> \"405547558<\/span>\" ;\u00A0\u00A0\u00A0\nlibrary:placeOfPublication<\/a> <http:\/\/id.loc.gov\/vocabulary\/countries\/nyu<\/a>> ;\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/statistik<\/a>> ; # Statistik<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/mathematical_computing<\/a>> ; # Mathematical Computing<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/datamining<\/a>> ; # Datamining<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/computational_biology<\/a>> ; # Computational Biology<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/statistics_as_topic<\/a>> ; # Statistics as Topic<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/id.worldcat.org\/fast\/1132103<\/a>> ; # Statistics<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/mineracao_de_dados<\/a>> ; # Minera\u00E7\u00E3o de dados<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/computers_database_management_data_mining<\/a>> ; # COMPUTERS--Database Management--Data Mining<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/id.worldcat.org\/fast\/887946<\/a>> ; # Data mining<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/inferencia_estatistica<\/a>> ; # Infer\u00EAncia estat\u00EDstica<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/id.worldcat.org\/fast\/906956<\/a>> ; # Electronic data processing<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/estatistica_computacional<\/a>> ; # Estat\u00EDstica computacional<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/prognoses<\/a>> ; # Prognoses<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/id.worldcat.org\/fast\/871990<\/a>> ; # Computational biology<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/id.loc.gov\/authorities\/subjects\/sh85014206<\/a>> ; # Biology--Data processing<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/maschinelles_lernen<\/a>> ; # Maschinelles Lernen<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/id.worldcat.org\/fast\/832406<\/a>> ; # Biology--Data processing<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/id.worldcat.org\/fast\/1139041<\/a>> ; # Supervised learning (Machine learning)<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/machine_learning<\/a>> ; # Machine-learning<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/id.loc.gov\/authorities\/subjects\/sh85082146<\/a>> ; # Mathematics--Data processing<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/data_mining<\/a>> ; # Data Mining<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/estatistica<\/a>> ; # Estat\u00EDstica<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/id.worldcat.org\/fast\/1012179<\/a>> ; # Mathematics--Data processing<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/dewey.info\/class\/006.31\/e22\/<\/a>> ;\u00A0\u00A0\u00A0\nschema:author<\/a> <http:\/\/viaf.org\/viaf\/94025833<\/a>> ; # Robert Tibshirani<\/span>\n\u00A0\u00A0\u00A0\nschema:author<\/a> <http:\/\/viaf.org\/viaf\/85500756<\/a>> ; # Jerome H. Friedman<\/span>\n\u00A0\u00A0\u00A0\nschema:author<\/a> <http:\/\/viaf.org\/viaf\/85500739<\/a>> ; # Trevor Hastie<\/span>\n\u00A0\u00A0\u00A0\nschema:bookEdition<\/a> \"Second edition, corrected 7th printing.<\/span>\" ;\u00A0\u00A0\u00A0\nschema:bookFormat<\/a> schema:EBook<\/a> ;\u00A0\u00A0\u00A0\nschema:copyrightYear<\/a> \"2009<\/span>\" ;\u00A0\u00A0\u00A0\nschema:datePublished<\/a> \"2009<\/span>\" ;\u00A0\u00A0\u00A0\nschema:exampleOfWork<\/a> <http:\/\/worldcat.org\/entity\/work\/id\/791988664<\/a>> ;\u00A0\u00A0\u00A0\nschema:genre<\/a> \"Electronic books<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\nschema:inLanguage<\/a> \"en<\/span>\" ;\u00A0\u00A0\u00A0\nschema:isPartOf<\/a> <http:\/\/worldcat.org\/issn\/0172-7397<\/a>> ; # Springer series in statistics.<\/span>\n\u00A0\u00A0\u00A0\nschema:isSimilarTo<\/a> <http:\/\/www.worldcat.org\/oclc\/300478243<\/a>> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"The elements of statistical learning : data mining, inference, and prediction<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\nschema:productID<\/a> \"405547558<\/span>\" ;\u00A0\u00A0\u00A0\nschema:reviews<\/a> <http:\/\/www.worldcat.org\/title\/-\/oclc\/405547558#Review\/1918325108<\/a>> ;\u00A0\u00A0\u00A0\nschema:url<\/a> <https:\/\/doi.org\/10.1007\/b94608<\/a>> ;\u00A0\u00A0\u00A0\nschema:url<\/a> <https:\/\/search.ebscohost.com\/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=277008<\/a>> ;\u00A0\u00A0\u00A0\nschema:url<\/a> <http:\/\/site.ebrary.com\/id\/10289757<\/a>> ;\u00A0\u00A0\u00A0\nschema:url<\/a> <http:\/\/www.myilibrary.com?id=212674<\/a>> ;\u00A0\u00A0\u00A0\nschema:url<\/a> <http:\/\/public.ebookcentral.proquest.com\/choice\/publicfullrecord.aspx?p=437866<\/a>> ;\u00A0\u00A0\u00A0\nschema:url<\/a> <https:\/\/0-link-springer-com.pugwash.lib.warwick.ac.uk\/10.1007\/978-0-387-84858-7<\/a>> ;\u00A0\u00A0\u00A0\nschema:url<\/a> <http:\/\/0-lib.myilibrary.com.emu.londonmet.ac.uk\/browse\/open.asp?id=212674<\/a>> ;\u00A0\u00A0\u00A0\nschema:url<\/a> <http:\/\/web.stanford.edu\/~hastie\/ElemStatLearn\/<\/a>> ;\u00A0\u00A0\u00A0\nschema:url<\/a> <https:\/\/doi.org\/10.1007\/978-0-387-84858-7<\/a>> ;\u00A0\u00A0\u00A0\nschema:workExample<\/a> <http:\/\/worldcat.org\/isbn\/9780387848587<\/a>> ;\u00A0\u00A0\u00A0\nschema:workExample<\/a> <http:\/\/worldcat.org\/isbn\/9781282126749<\/a>> ;\u00A0\u00A0\u00A0\nwdrs:describedby<\/a> <http:\/\/www.worldcat.org\/title\/-\/oclc\/405547558<\/a>> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n\n

Related Entities<\/h3>\n
<http:\/\/dewey.info\/class\/006.31\/e22\/<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/computational_biology<\/a>> # Computational Biology<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Computational Biology<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/computers_database_management_data_mining<\/a>> # COMPUTERS--Database Management--Data Mining<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"COMPUTERS--Database Management--Data Mining<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/data_mining<\/a>> # Data Mining<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Data Mining<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/datamining<\/a>> # Datamining<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Datamining<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/estatistica<\/a>> # Estat\u00EDstica<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Estat\u00EDstica<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/estatistica_computacional<\/a>> # Estat\u00EDstica computacional<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Estat\u00EDstica computacional<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/inferencia_estatistica<\/a>> # Infer\u00EAncia estat\u00EDstica<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Infer\u00EAncia estat\u00EDstica<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/machine_learning<\/a>> # Machine-learning<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Machine-learning<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/maschinelles_lernen<\/a>> # Maschinelles Lernen<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Maschinelles Lernen<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/mathematical_computing<\/a>> # Mathematical Computing<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Mathematical Computing<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/mineracao_de_dados<\/a>> # Minera\u00E7\u00E3o de dados<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Minera\u00E7\u00E3o de dados<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/prognoses<\/a>> # Prognoses<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Prognoses<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/statistics_as_topic<\/a>> # Statistics as Topic<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Statistics as Topic<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/791988664#Topic\/statistik<\/a>> # Statistik<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Statistik<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.loc.gov\/authorities\/subjects\/sh85014206<\/a>> # Biology--Data processing<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Biology--Data processing<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.loc.gov\/authorities\/subjects\/sh85082146<\/a>> # Mathematics--Data processing<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Mathematics--Data processing<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.loc.gov\/vocabulary\/countries\/nyu<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:Place<\/a> ;\u00A0\u00A0\u00A0\ndcterms:identifier<\/a> \"nyu<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.worldcat.org\/fast\/1012179<\/a>> # Mathematics--Data processing<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Mathematics--Data processing<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.worldcat.org\/fast\/1132103<\/a>> # Statistics<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Statistics<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.worldcat.org\/fast\/1139041<\/a>> # Supervised learning (Machine learning)<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Supervised learning (Machine learning)<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.worldcat.org\/fast\/832406<\/a>> # Biology--Data processing<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Biology--Data processing<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.worldcat.org\/fast\/871990<\/a>> # Computational biology<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Computational biology<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.worldcat.org\/fast\/887946<\/a>> # Data mining<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Data mining<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.worldcat.org\/fast\/906956<\/a>> # Electronic data processing<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Electronic data processing<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/viaf.org\/viaf\/85500739<\/a>> # Trevor Hastie<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Hastie<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"Trevor<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Trevor Hastie<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/viaf.org\/viaf\/85500756<\/a>> # Jerome H. Friedman<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Friedman<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"Jerome H.<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"J. H.<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Jerome H. Friedman<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/viaf.org\/viaf\/94025833<\/a>> # Robert Tibshirani<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Tibshirani<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"Robert<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Robert Tibshirani<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/worldcat.org\/isbn\/9780387848587<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:ProductModel<\/a> ;\u00A0\u00A0\u00A0\nschema:isbn<\/a> \"0387848584<\/span>\" ;\u00A0\u00A0\u00A0\nschema:isbn<\/a> \"9780387848587<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/worldcat.org\/isbn\/9781282126749<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:ProductModel<\/a> ;\u00A0\u00A0\u00A0\nschema:isbn<\/a> \"1282126741<\/span>\" ;\u00A0\u00A0\u00A0\nschema:isbn<\/a> \"9781282126749<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/worldcat.org\/issn\/0172-7397<\/a>> # Springer series in statistics.<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nbgn:PublicationSeries<\/a> ;\u00A0\u00A0\u00A0\nschema:hasPart<\/a> <http:\/\/www.worldcat.org\/oclc\/405547558<\/a>> ; # The elements of statistical learning : data mining, inference, and prediction<\/span>\n\u00A0\u00A0\u00A0\nschema:issn<\/a> \"0172-7397<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Springer series in statistics.<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Springer series in statistics,<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/www.worldcat.org\/oclc\/300478243<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:CreativeWork<\/a> ;\u00A0\u00A0\u00A0\nrdfs:label<\/a> \"Elements of statistical learning.<\/span>\" ;\u00A0\u00A0\u00A0\nschema:description<\/a> \"Print version:<\/span>\" ;\u00A0\u00A0\u00A0\nschema:isSimilarTo<\/a> <http:\/\/www.worldcat.org\/oclc\/405547558<\/a>> ; # The elements of statistical learning : data mining, inference, and prediction<\/span>\n\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/www.worldcat.org\/title\/-\/oclc\/405547558<\/a>>\u00A0\u00A0\u00A0\u00A0a \ngenont:InformationResource<\/a>, genont:ContentTypeGenericResource<\/a> ;\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/www.worldcat.org\/oclc\/405547558<\/a>> ; # The elements of statistical learning : data mining, inference, and prediction<\/span>\n\u00A0\u00A0\u00A0\nschema:dateModified<\/a> \"2020-03-21<\/span>\" ;\u00A0\u00A0\u00A0\nvoid:inDataset<\/a> <http:\/\/purl.oclc.org\/dataset\/WorldCat<\/a>> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/www.worldcat.org\/title\/-\/oclc\/405547558#Review\/1918325108<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:Review<\/a> ;\u00A0\u00A0\u00A0\nschema:itemReviewed<\/a> <http:\/\/www.worldcat.org\/oclc\/405547558<\/a>> ; # The elements of statistical learning : data mining, inference, and prediction<\/span>\n\u00A0\u00A0\u00A0\nschema:reviewBody<\/a> \"\"During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. Many of these tools have common underpinnings but are often expressed with different terminology. This book describes the important ideas in these areas in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of color graphics.\"--Jacket.<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n