Theory of ridge regression estimation with applications
A guide to the systematic analytical results for ridge, LASSO, preliminary test, and Stein-type estimators with applications Theory of Ridge Regression Estimation with Applications offers a comprehensive guide to the theory and methods of estimation. Ridge regression and LASSO are at the center of a...
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Hoboken, NJ
John Wiley & Sons
2019
|
| Schlagworte: | |
| Online-Zugang: | lizenzpflichtig |
| Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
MARC
| LEADER | 00000cam a22000002 4500 | ||
|---|---|---|---|
| 001 | ZDB-30-ORH-048616796 | ||
| 003 | DE-627-1 | ||
| 005 | 20240228120855.0 | ||
| 007 | cr uuu---uuuuu | ||
| 008 | 191206s2019 xx |||||o 00| ||eng c | ||
| 020 | |a 9781118644508 |9 978-1-118-64450-8 | ||
| 020 | |a 1118644506 |9 1-118-64450-6 | ||
| 020 | |a 9781118644522 |c PDF ebook |9 978-1-118-64452-2 | ||
| 020 | |a 1118644522 |9 1-118-64452-2 | ||
| 020 | |a 9781118644614 |9 978-1-118-64461-4 | ||
| 035 | |a (DE-627-1)048616796 | ||
| 035 | |a (DE-599)KEP048616796 | ||
| 035 | |a (ORHE)9781118644614 | ||
| 035 | |a (DE-627-1)048616796 | ||
| 040 | |a DE-627 |b ger |c DE-627 |e rda | ||
| 041 | |a eng | ||
| 082 | 0 | |a 519.536 |2 23 | |
| 100 | 1 | |a Saleh, A. K. Md. Ehsanes |e VerfasserIn |4 aut | |
| 245 | 1 | 0 | |a Theory of ridge regression estimation with applications |c A.K. Md. Ehsanes Saleh, Mohammad Arashi, B.M. Golam Kibria |
| 264 | 1 | |a Hoboken, NJ |b John Wiley & Sons |c 2019 | |
| 264 | 4 | |c ©2019 | |
| 300 | |a 1 online resource (1 volume) |b illustrations | ||
| 336 | |a Text |b txt |2 rdacontent | ||
| 337 | |a Computermedien |b c |2 rdamedia | ||
| 338 | |a Online-Ressource |b cr |2 rdacarrier | ||
| 500 | |a Includes bibliographical references and index. - Print version record | ||
| 520 | |a A guide to the systematic analytical results for ridge, LASSO, preliminary test, and Stein-type estimators with applications Theory of Ridge Regression Estimation with Applications offers a comprehensive guide to the theory and methods of estimation. Ridge regression and LASSO are at the center of all penalty estimators in a range of standard models that are used in many applied statistical analyses. Written by noted experts in the field, the book contains a thorough introduction to penalty and shrinkage estimation and explores the role that ridge, LASSO, and logistic regression play in the computer intensive area of neural network and big data analysis. Designed to be accessible, the book presents detailed coverage of the basic terminology related to various models such as the location and simple linear models, normal and rank theory-based ridge, LASSO, preliminary test and Stein-type estimators.'The authors also include problem sets to enhance learning. This book is a volume in the Wiley Series in Probability and Statistics series that provides essential and invaluable reading for all statisticians. This important resource: -Offers theoretical coverage and computer-intensive applications of the procedures presented -Contains solutions and alternate methods for prediction accuracy and selecting model procedures -Presents the first book to focus on ridge regression and unifies past research with current methodology -Uses R throughout the text and includes a companion website containing convenient data sets Written for graduate students, practitioners, and researchers in various fields of science, Theory of Ridge Regression Estimation with Applications is an authoritative guide to the theory and methodology of statistical estimation. | ||
| 650 | 0 | |a Ridge regression (Statistics) | |
| 650 | 4 | |a Régression pseudo-orthogonale | |
| 650 | 4 | |a MATHEMATICS ; Probability & Statistics ; Regression Analysis | |
| 650 | 4 | |a Ridge regression (Statistics) | |
| 700 | 1 | |a Arashi, M. |d 1981- |e VerfasserIn |4 aut | |
| 700 | 1 | |a Kibria, B. M. G. |d 1963- |e VerfasserIn |4 aut | |
| 776 | 1 | |z 9781118644614 | |
| 776 | 0 | 8 | |i Erscheint auch als |n Druck-Ausgabe |z 9781118644614 |
| 856 | 4 | 0 | |l TUM01 |p ZDB-30-ORH |q TUM_PDA_ORH |u https://learning.oreilly.com/library/view/-/9781118644614/?ar |m X:ORHE |x Aggregator |z lizenzpflichtig |3 Volltext |
| 912 | |a ZDB-30-ORH | ||
| 912 | |a ZDB-30-ORH | ||
| 951 | |a BO | ||
| 912 | |a ZDB-30-ORH | ||
| 049 | |a DE-91 | ||
Datensatz im Suchindex
| DE-BY-TUM_katkey | ZDB-30-ORH-048616796 |
|---|---|
| _version_ | 1818767278462730240 |
| adam_text | |
| any_adam_object | |
| author | Saleh, A. K. Md. Ehsanes Arashi, M. 1981- Kibria, B. M. G. 1963- |
| author_facet | Saleh, A. K. Md. Ehsanes Arashi, M. 1981- Kibria, B. M. G. 1963- |
| author_role | aut aut aut |
| author_sort | Saleh, A. K. Md. Ehsanes |
| author_variant | a k m e s akme akmes m a ma b m g k bmg bmgk |
| building | Verbundindex |
| bvnumber | localTUM |
| collection | ZDB-30-ORH |
| ctrlnum | (DE-627-1)048616796 (DE-599)KEP048616796 (ORHE)9781118644614 |
| dewey-full | 519.536 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.536 |
| dewey-search | 519.536 |
| dewey-sort | 3519.536 |
| dewey-tens | 510 - Mathematics |
| discipline | Mathematik |
| format | Electronic eBook |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>03587cam a22004932 4500</leader><controlfield tag="001">ZDB-30-ORH-048616796</controlfield><controlfield tag="003">DE-627-1</controlfield><controlfield tag="005">20240228120855.0</controlfield><controlfield tag="007">cr uuu---uuuuu</controlfield><controlfield tag="008">191206s2019 xx |||||o 00| ||eng c</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9781118644508</subfield><subfield code="9">978-1-118-64450-8</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">1118644506</subfield><subfield code="9">1-118-64450-6</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9781118644522</subfield><subfield code="c">PDF ebook</subfield><subfield code="9">978-1-118-64452-2</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">1118644522</subfield><subfield code="9">1-118-64452-2</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9781118644614</subfield><subfield code="9">978-1-118-64461-4</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-627-1)048616796</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)KEP048616796</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(ORHE)9781118644614</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-627-1)048616796</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-627</subfield><subfield code="b">ger</subfield><subfield code="c">DE-627</subfield><subfield code="e">rda</subfield></datafield><datafield tag="041" ind1=" " ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="082" ind1="0" ind2=" "><subfield code="a">519.536</subfield><subfield code="2">23</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Saleh, A. K. Md. Ehsanes</subfield><subfield code="e">VerfasserIn</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Theory of ridge regression estimation with applications</subfield><subfield code="c">A.K. Md. Ehsanes Saleh, Mohammad Arashi, B.M. Golam Kibria</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Hoboken, NJ</subfield><subfield code="b">John Wiley & Sons</subfield><subfield code="c">2019</subfield></datafield><datafield tag="264" ind1=" " ind2="4"><subfield code="c">©2019</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">1 online resource (1 volume)</subfield><subfield code="b">illustrations</subfield></datafield><datafield tag="336" ind1=" " ind2=" "><subfield code="a">Text</subfield><subfield code="b">txt</subfield><subfield code="2">rdacontent</subfield></datafield><datafield tag="337" ind1=" " ind2=" "><subfield code="a">Computermedien</subfield><subfield code="b">c</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="a">Online-Ressource</subfield><subfield code="b">cr</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="500" ind1=" " ind2=" "><subfield code="a">Includes bibliographical references and index. - Print version record</subfield></datafield><datafield tag="520" ind1=" " ind2=" "><subfield code="a">A guide to the systematic analytical results for ridge, LASSO, preliminary test, and Stein-type estimators with applications Theory of Ridge Regression Estimation with Applications offers a comprehensive guide to the theory and methods of estimation. Ridge regression and LASSO are at the center of all penalty estimators in a range of standard models that are used in many applied statistical analyses. Written by noted experts in the field, the book contains a thorough introduction to penalty and shrinkage estimation and explores the role that ridge, LASSO, and logistic regression play in the computer intensive area of neural network and big data analysis. Designed to be accessible, the book presents detailed coverage of the basic terminology related to various models such as the location and simple linear models, normal and rank theory-based ridge, LASSO, preliminary test and Stein-type estimators.'The authors also include problem sets to enhance learning. This book is a volume in the Wiley Series in Probability and Statistics series that provides essential and invaluable reading for all statisticians. This important resource: -Offers theoretical coverage and computer-intensive applications of the procedures presented -Contains solutions and alternate methods for prediction accuracy and selecting model procedures -Presents the first book to focus on ridge regression and unifies past research with current methodology -Uses R throughout the text and includes a companion website containing convenient data sets Written for graduate students, practitioners, and researchers in various fields of science, Theory of Ridge Regression Estimation with Applications is an authoritative guide to the theory and methodology of statistical estimation.</subfield></datafield><datafield tag="650" ind1=" " ind2="0"><subfield code="a">Ridge regression (Statistics)</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Régression pseudo-orthogonale</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">MATHEMATICS ; Probability & Statistics ; Regression Analysis</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Ridge regression (Statistics)</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Arashi, M.</subfield><subfield code="d">1981-</subfield><subfield code="e">VerfasserIn</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Kibria, B. M. G.</subfield><subfield code="d">1963-</subfield><subfield code="e">VerfasserIn</subfield><subfield code="4">aut</subfield></datafield><datafield tag="776" ind1="1" ind2=" "><subfield code="z">9781118644614</subfield></datafield><datafield tag="776" ind1="0" ind2="8"><subfield code="i">Erscheint auch als</subfield><subfield code="n">Druck-Ausgabe</subfield><subfield code="z">9781118644614</subfield></datafield><datafield tag="856" ind1="4" ind2="0"><subfield code="l">TUM01</subfield><subfield code="p">ZDB-30-ORH</subfield><subfield code="q">TUM_PDA_ORH</subfield><subfield code="u">https://learning.oreilly.com/library/view/-/9781118644614/?ar</subfield><subfield code="m">X:ORHE</subfield><subfield code="x">Aggregator</subfield><subfield code="z">lizenzpflichtig</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="912" ind1=" " ind2=" "><subfield code="a">ZDB-30-ORH</subfield></datafield><datafield tag="912" ind1=" " ind2=" "><subfield code="a">ZDB-30-ORH</subfield></datafield><datafield tag="951" ind1=" " ind2=" "><subfield code="a">BO</subfield></datafield><datafield tag="912" ind1=" " ind2=" "><subfield code="a">ZDB-30-ORH</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-91</subfield></datafield></record></collection> |
| id | ZDB-30-ORH-048616796 |
| illustrated | Illustrated |
| indexdate | 2024-12-18T08:47:20Z |
| institution | BVB |
| isbn | 9781118644508 1118644506 9781118644522 1118644522 9781118644614 |
| language | English |
| open_access_boolean | |
| owner | DE-91 DE-BY-TUM |
| owner_facet | DE-91 DE-BY-TUM |
| physical | 1 online resource (1 volume) illustrations |
| psigel | ZDB-30-ORH |
| publishDate | 2019 |
| publishDateSearch | 2019 |
| publishDateSort | 2019 |
| publisher | John Wiley & Sons |
| record_format | marc |
| spelling | Saleh, A. K. Md. Ehsanes VerfasserIn aut Theory of ridge regression estimation with applications A.K. Md. Ehsanes Saleh, Mohammad Arashi, B.M. Golam Kibria Hoboken, NJ John Wiley & Sons 2019 ©2019 1 online resource (1 volume) illustrations Text txt rdacontent Computermedien c rdamedia Online-Ressource cr rdacarrier Includes bibliographical references and index. - Print version record A guide to the systematic analytical results for ridge, LASSO, preliminary test, and Stein-type estimators with applications Theory of Ridge Regression Estimation with Applications offers a comprehensive guide to the theory and methods of estimation. Ridge regression and LASSO are at the center of all penalty estimators in a range of standard models that are used in many applied statistical analyses. Written by noted experts in the field, the book contains a thorough introduction to penalty and shrinkage estimation and explores the role that ridge, LASSO, and logistic regression play in the computer intensive area of neural network and big data analysis. Designed to be accessible, the book presents detailed coverage of the basic terminology related to various models such as the location and simple linear models, normal and rank theory-based ridge, LASSO, preliminary test and Stein-type estimators.'The authors also include problem sets to enhance learning. This book is a volume in the Wiley Series in Probability and Statistics series that provides essential and invaluable reading for all statisticians. This important resource: -Offers theoretical coverage and computer-intensive applications of the procedures presented -Contains solutions and alternate methods for prediction accuracy and selecting model procedures -Presents the first book to focus on ridge regression and unifies past research with current methodology -Uses R throughout the text and includes a companion website containing convenient data sets Written for graduate students, practitioners, and researchers in various fields of science, Theory of Ridge Regression Estimation with Applications is an authoritative guide to the theory and methodology of statistical estimation. Ridge regression (Statistics) Régression pseudo-orthogonale MATHEMATICS ; Probability & Statistics ; Regression Analysis Arashi, M. 1981- VerfasserIn aut Kibria, B. M. G. 1963- VerfasserIn aut 9781118644614 Erscheint auch als Druck-Ausgabe 9781118644614 TUM01 ZDB-30-ORH TUM_PDA_ORH https://learning.oreilly.com/library/view/-/9781118644614/?ar X:ORHE Aggregator lizenzpflichtig Volltext |
| spellingShingle | Saleh, A. K. Md. Ehsanes Arashi, M. 1981- Kibria, B. M. G. 1963- Theory of ridge regression estimation with applications Ridge regression (Statistics) Régression pseudo-orthogonale MATHEMATICS ; Probability & Statistics ; Regression Analysis |
| title | Theory of ridge regression estimation with applications |
| title_auth | Theory of ridge regression estimation with applications |
| title_exact_search | Theory of ridge regression estimation with applications |
| title_full | Theory of ridge regression estimation with applications A.K. Md. Ehsanes Saleh, Mohammad Arashi, B.M. Golam Kibria |
| title_fullStr | Theory of ridge regression estimation with applications A.K. Md. Ehsanes Saleh, Mohammad Arashi, B.M. Golam Kibria |
| title_full_unstemmed | Theory of ridge regression estimation with applications A.K. Md. Ehsanes Saleh, Mohammad Arashi, B.M. Golam Kibria |
| title_short | Theory of ridge regression estimation with applications |
| title_sort | theory of ridge regression estimation with applications |
| topic | Ridge regression (Statistics) Régression pseudo-orthogonale MATHEMATICS ; Probability & Statistics ; Regression Analysis |
| topic_facet | Ridge regression (Statistics) Régression pseudo-orthogonale MATHEMATICS ; Probability & Statistics ; Regression Analysis |
| url | https://learning.oreilly.com/library/view/-/9781118644614/?ar |
| work_keys_str_mv | AT salehakmdehsanes theoryofridgeregressionestimationwithapplications AT arashim theoryofridgeregressionestimationwithapplications AT kibriabmg theoryofridgeregressionestimationwithapplications |