Local polynomial modelling and its applications:
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
London [u.a.]
Chapman & Hall
1997
|
| Edition: | Repr. |
| Series: | Monographs on statistics and applied probability
66 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis Klappentext |
| Physical Description: | XV, 341 S. Ill., graph. Darst. |
| ISBN: | 0412983214 |
Staff View
MARC
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Record in the Search Index
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Contents
Preface
хш
1
1.1
1.2
1.3
1.4
1.5
1.6
2
2.1
2.2
2.2.1
2.2.2
2.2.3
2.3
2.3.1
2.3.2
2.4
2.4.1
2.4.2
2.5
2.5.1
2.5.2
2.5.3
2.5.4
2.6
2.6.1
2.6.2
: CONTENTS
2.7
2.7.1
2.7.2
2.7.3
2.7.4
2.8
Framework for local polynomial regression
3.1
3.2
3.2.1
3.2.2
3.2.3
3.2.4
3.2.5
3.2.6
3.3
3.3.1
3.3.2
3.3.3
3.4
3.4.1
rates and constants
3.4.2
3.5
3.5.1
3.5.2
3.6
3.6.1
3.6.2
3.7
3.8
Automatic determination of model complexity
4.1
4.2
4.3
4.4
4.5
4.5.1
4.5.2
4.5.3
CONTENTS ix
4.5.4
4.6
4.6.1
4.6.2
4.6.3
4.7
4.7.1
4.7.2
4.8
4.8.1
4.8.2
4.8.3
4.9
4.10
4.10.1
4.10.2
4.10.3
4.10.4
4.10.5
4.11
4.12
5
5.1
5.2
5.2.1
5.2.2
5.2.3
5.2.4
5.3
5.3.1
5.3.2
5.3.3
5.3.4
5.4
5.4.1
5.4.2
5.4.3
5.4.4
5.4.5
5.5
5.5.1
x
5.5.2 Quantile
5.5.3
scale functions
5.6
5.7
6
6.1
6.2
6.2.1
6.2.2
6.2.3
6.3
6.3.1
6.3.2
6.4
6.4.1
6.4.2
6.4.3
6.5
6.5.1
6.5.2
6.5.3
6.6
6.7
7
7.1
7.2
7.3
7.3.1
7.3.2
7.3.3
7.4
7.4.1
7.4.2
single-index models
7.4.3
7.5
7.6
7.7
7.8
CONTENTS
xi
7.8.1
Multivariate
297
7.8.2
Bias and variance
301
7.8.3
Optimal weight function
302
7.8.4
Efficiency
303
7.9
leraühic
304
References
Author index
Subject index
Monographs on Statistics and Applied Probability
Local Polynomial Modelling and Its Applications J. Fan
and I. Gijbels
Data-analytic approaches to regression problems, arising from
many scientific disciplines, are described in this book. The aim
of these nonparametric methods is to relax assumptions on
the form of a regression function, and to let data search for a
suitable function that describes the data well. The use of these
nonparametric functions with parametric techniques can yield
very powerful data analysis tools.
Local Polynomial Modelling and Its Applications provides
an up-to-date picture on state-of-the-art nonparametric
regression techniques. The emphasis of the book is on
methodologies rather than on theory, with a particular focus
on applications of nonparametric techniques to various statistical
problems, ffigh-dimensional data-analytic tools are presented,
and the book includes a variety of examples.
This will be a valuable reference for research and applied statis¬
ticians, and will serve as a textbook for graduate students and
others interested in nonparametric regression.
Jianging Fan is Associate Professor in the Department of
Statistics at the University of North Carolina at Chapel Hill,
USA. Irène
Statistics at the Catholic University of Louvain, Belgium.
A complete list of titles in this series appears at the front of
the book. |
| any_adam_object | 1 |
| author | Fan, Jianqing Gijbels, Irène |
| author_GND | (DE-588)120683989 |
| author_facet | Fan, Jianqing Gijbels, Irène |
| author_role | aut aut |
| author_sort | Fan, Jianqing |
| author_variant | j f jf i g ig |
| building | Verbundindex |
| bvnumber | BV012530384 |
| classification_rvk | QH 234 SK 840 |
| ctrlnum | (OCoLC)256767585 (DE-599)BVBBV012530384 |
| dewey-full | 519.536 512.942 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics 512 - Algebra |
| dewey-raw | 519.536 512.942 |
| dewey-search | 519.536 512.942 |
| dewey-sort | 3519.536 |
| dewey-tens | 510 - Mathematics |
| discipline | Mathematik Wirtschaftswissenschaften |
| edition | Repr. |
| format | Book |
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| illustrated | Illustrated |
| indexdate | 2024-12-06T09:03:24Z |
| institution | BVB |
| isbn | 0412983214 |
| language | English |
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| physical | XV, 341 S. Ill., graph. Darst. |
| publishDate | 1997 |
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| publisher | Chapman & Hall |
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| series | Monographs on statistics and applied probability |
| series2 | Monographs on statistics and applied probability |
| spelling | Fan, Jianqing Verfasser aut Local polynomial modelling and its applications J. Fan and I. Gijbels Repr. London [u.a.] Chapman & Hall 1997 XV, 341 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Monographs on statistics and applied probability 66 Equations Polynomials Regression analysis Nichtparametrisches Verfahren (DE-588)4339273-8 gnd rswk-swf Regressionsanalyse (DE-588)4129903-6 gnd rswk-swf Datenanalyse (DE-588)4123037-1 gnd rswk-swf Statistisches Modell (DE-588)4121722-6 gnd rswk-swf Polynomiale Regression (DE-588)4221406-3 gnd rswk-swf Nichtparametrisches Verfahren (DE-588)4339273-8 s Regressionsanalyse (DE-588)4129903-6 s Datenanalyse (DE-588)4123037-1 s DE-604 Statistisches Modell (DE-588)4121722-6 s 1\p DE-604 Polynomiale Regression (DE-588)4221406-3 s 2\p DE-604 Gijbels, Irène Verfasser (DE-588)120683989 aut Monographs on statistics and applied probability 66 (DE-604)BV002494005 66 Digitalisierung UB Regensburg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008507201&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Regensburg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008507201&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Fan, Jianqing Gijbels, Irène Local polynomial modelling and its applications Monographs on statistics and applied probability Equations Polynomials Regression analysis Nichtparametrisches Verfahren (DE-588)4339273-8 gnd Regressionsanalyse (DE-588)4129903-6 gnd Datenanalyse (DE-588)4123037-1 gnd Statistisches Modell (DE-588)4121722-6 gnd Polynomiale Regression (DE-588)4221406-3 gnd |
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| title | Local polynomial modelling and its applications |
| title_auth | Local polynomial modelling and its applications |
| title_exact_search | Local polynomial modelling and its applications |
| title_full | Local polynomial modelling and its applications J. Fan and I. Gijbels |
| title_fullStr | Local polynomial modelling and its applications J. Fan and I. Gijbels |
| title_full_unstemmed | Local polynomial modelling and its applications J. Fan and I. Gijbels |
| title_short | Local polynomial modelling and its applications |
| title_sort | local polynomial modelling and its applications |
| topic | Equations Polynomials Regression analysis Nichtparametrisches Verfahren (DE-588)4339273-8 gnd Regressionsanalyse (DE-588)4129903-6 gnd Datenanalyse (DE-588)4123037-1 gnd Statistisches Modell (DE-588)4121722-6 gnd Polynomiale Regression (DE-588)4221406-3 gnd |
| topic_facet | Equations Polynomials Regression analysis Nichtparametrisches Verfahren Regressionsanalyse Datenanalyse Statistisches Modell Polynomiale Regression |
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