skip to content
Nonparametric functional data analysis : theory and practice Preview this item
ClosePreview this item
Checking...

Nonparametric functional data analysis : theory and practice

Author: Frédéric Ferraty; Philippe Vieu
Publisher: New York : Springer, ©2006.
Series: Springer series in statistics.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:
"Modern apparatuses allow us to collect samples of functional data, mainly curves but also images. On the other hand, nonparametric statistics produces useful tools for standard data exploration. This book links these two fields of modern statistics by explaining how functional data can be studied through parameter-free statistical ideas. This book starts from theoretical foundations including functional  Read more...
Rating:

(not yet rated) 0 with reviews - Be the first.

Subjects
More like this

Find a copy online

Links to this item

Find a copy in the library

&AllPage.SpinnerRetrieving; Finding libraries that hold this item...

Details

Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Frédéric Ferraty; Philippe Vieu
ISBN: 0387303693 9780387303697 1441921419 9781441921413
OCLC Number: 70261207
Description: xx, 258 pages : illustrations ; 24 cm.
Contents: Introduction to functional nonparametric statistics --
Some functional datasets and associated statistical problematics --
What is a well-adapted space for functional data? --
Local weighting of functional variables --
Functional nonparametric prediction methodologies --
Some selected asymptotics --
Computational issues --
Functional nonparametric supervised classification --
Functional nonparametric unsupervised classification --
Mixing, nonparametric and functional statistics --
Some selected asymptotics --
Application to continuous time processes prediction --
Small ball probabilities and semi-metrics --
Some perspectives --
Appendix: Some probabilistic tools.
Series Title: Springer series in statistics.
Responsibility: Frédéric Ferraty, Philippe Vieu.

Abstract:

At the same time it shows how functional data can be studied through parameter-free statistical ideas, and offers an original presentation of new nonparametric statistical methods for functional data  Read more...

Reviews

Editorial reviews

Publisher Synopsis

From the reviews:"This is certainly a very valuable book for anyone interested in this new methodology." N.D.C. Veraverbeke for Short Book Reviews of the ISI, December 2006"The present book does Read more...

 
User-contributed reviews
Retrieving GoodReads reviews...
Retrieving DOGObooks reviews...

Tags

Be the first.
Confirm this request

You may have already requested this item. Please select Ok if you would like to proceed with this request anyway.

Linked Data


Primary Entity

<http://www.worldcat.org/oclc/70261207> # Nonparametric functional data analysis : theory and practice
    a schema:CreativeWork, schema:Book ;
   library:oclcnum "70261207" ;
   library:placeOfPublication <http://dbpedia.org/resource/New_York_City> ; # New York
   library:placeOfPublication <http://id.loc.gov/vocabulary/countries/nyu> ;
   schema:about <http://experiment.worldcat.org/entity/work/data/797232861#Topic/non_parametrische_statistiek> ; # Non-parametrische statistiek
   schema:about <http://experiment.worldcat.org/entity/work/data/797232861#Topic/analyse_multivariee> ; # Analyse multivariée
   schema:about <http://id.worldcat.org/fast/1029105> ; # Multivariate analysis
   schema:about <http://experiment.worldcat.org/entity/work/data/797232861#Topic/statistique_non_parametrique> ; # Statistique non paramétrique
   schema:about <http://dewey.info/class/519.5/e22/> ;
   schema:about <http://id.worldcat.org/fast/1038853> ; # Nonparametric statistics
   schema:about <http://dewey.info/class/510/> ;
   schema:bookFormat bgn:PrintBook ;
   schema:contributor <http://viaf.org/viaf/71525029> ; # Philippe Vieu
   schema:copyrightYear "2006" ;
   schema:creator <http://viaf.org/viaf/44384598> ; # Frédéric Ferraty
   schema:datePublished "2006" ;
   schema:description "Introduction to functional nonparametric statistics -- Some functional datasets and associated statistical problematics -- What is a well-adapted space for functional data? -- Local weighting of functional variables -- Functional nonparametric prediction methodologies -- Some selected asymptotics -- Computational issues -- Functional nonparametric supervised classification -- Functional nonparametric unsupervised classification -- Mixing, nonparametric and functional statistics -- Some selected asymptotics -- Application to continuous time processes prediction -- Small ball probabilities and semi-metrics -- Some perspectives -- Appendix: Some probabilistic tools."@en ;
   schema:description ""Modern apparatuses allow us to collect samples of functional data, mainly curves but also images. On the other hand, nonparametric statistics produces useful tools for standard data exploration. This book links these two fields of modern statistics by explaining how functional data can be studied through parameter-free statistical ideas. This book starts from theoretical foundations including functional nonparametric modeling, description of the mathematical framework, construction of the statistical methods, and statements of their asymptotic behaviors. It proceeds to computational issues including R and S-PLUS routines. Several functional datasets in chemometrics, econometrics, and pattern recognition are used to emphasize the wide scope of nonparametric functional data analysis in applied sciences. The companion Web site includes R and S-PLUS routines, command lines for reproducing examples presented in the book, and the functional datasets. Rather than set application against theory, this book is really an interface of these two features of statistics. A special effort has been made in writing this book to accommodate several levels of reading. The computational aspects are oriented toward practitioners whereas open problems emerging from this new field of statistics will attract Ph. D. students and academic researchers. Finally, this book is also accessible to graduate students starting in the area of functional statistics. Frederic Ferraty and Philippe Vieu are both researchers in statistics at Toulouse University (France). They are co-founders and co-organizers of the working group STAPH which acquired an international reputation for functional and operatorial statistics. They are authors of many international publications in nonparametric inference as well as functional data analysis. Their scientific works are based on extensive collaborations both with academic statisticians and with scientists from other areas. They have been invited to organize special sessions on functional data in recent international conferences and to teach Ph. D. courses in various countries."--Publisher's website."@en ;
   schema:exampleOfWork <http://worldcat.org/entity/work/id/797232861> ;
   schema:inLanguage "en" ;
   schema:isPartOf <http://experiment.worldcat.org/entity/work/data/797232861#Series/springer_series_in_statistics> ; # Springer series in statistics.
   schema:name "Nonparametric functional data analysis : theory and practice"@en ;
   schema:productID "70261207" ;
   schema:publication <http://www.worldcat.org/title/-/oclc/70261207#PublicationEvent/new_york_springer_2006> ;
   schema:publisher <http://experiment.worldcat.org/entity/work/data/797232861#Agent/springer> ; # Springer
   schema:url <http://dx.doi.org/10.1007/0-387-36620-2> ;
   schema:url <http://swbplus.bsz-bw.de/bsz253062764cov.htm> ;
   schema:url <http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&doc_number=014773222&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA> ;
   schema:url <http://swbplus.bsz-bw.de/bsz253062764vlg.htm> ;
   schema:workExample <http://worldcat.org/isbn/9781441921413> ;
   schema:workExample <http://worldcat.org/isbn/9780387303697> ;
   umbel:isLike <http://d-nb.info/977012069> ;
   wdrs:describedby <http://www.worldcat.org/title/-/oclc/70261207> ;
    .


Related Entities

<http://dbpedia.org/resource/New_York_City> # New York
    a schema:Place ;
   schema:name "New York" ;
    .

<http://dx.doi.org/10.1007/0-387-36620-2>
   rdfs:comment "Rutgers restricted" ;
   rdfs:comment "Full text available from Springer" ;
    .

<http://experiment.worldcat.org/entity/work/data/797232861#Series/springer_series_in_statistics> # Springer series in statistics.
    a bgn:PublicationSeries ;
   schema:hasPart <http://www.worldcat.org/oclc/70261207> ; # Nonparametric functional data analysis : theory and practice
   schema:name "Springer series in statistics." ;
   schema:name "Springer series in statistics" ;
    .

<http://experiment.worldcat.org/entity/work/data/797232861#Topic/analyse_multivariee> # Analyse multivariée
    a schema:Intangible ;
   schema:name "Analyse multivariée"@fr ;
    .

<http://experiment.worldcat.org/entity/work/data/797232861#Topic/non_parametrische_statistiek> # Non-parametrische statistiek
    a schema:Intangible ;
   schema:name "Non-parametrische statistiek"@en ;
    .

<http://experiment.worldcat.org/entity/work/data/797232861#Topic/statistique_non_parametrique> # Statistique non paramétrique
    a schema:Intangible ;
   schema:name "Statistique non paramétrique"@fr ;
    .

<http://id.worldcat.org/fast/1029105> # Multivariate analysis
    a schema:Intangible ;
   schema:name "Multivariate analysis"@en ;
    .

<http://id.worldcat.org/fast/1038853> # Nonparametric statistics
    a schema:Intangible ;
   schema:name "Nonparametric statistics"@en ;
    .

<http://viaf.org/viaf/44384598> # Frédéric Ferraty
    a schema:Person ;
   schema:familyName "Ferraty" ;
   schema:givenName "Frédéric" ;
   schema:name "Frédéric Ferraty" ;
    .

<http://viaf.org/viaf/71525029> # Philippe Vieu
    a schema:Person ;
   schema:familyName "Vieu" ;
   schema:givenName "Philippe" ;
   schema:name "Philippe Vieu" ;
    .

<http://worldcat.org/isbn/9780387303697>
    a schema:ProductModel ;
   schema:isbn "0387303693" ;
   schema:isbn "9780387303697" ;
    .

<http://worldcat.org/isbn/9781441921413>
    a schema:ProductModel ;
   schema:isbn "1441921419" ;
   schema:isbn "9781441921413" ;
    .


Content-negotiable representations

Close Window

Please sign in to WorldCat 

Don't have an account? You can easily create a free account.