Linear models: least squares and alternatives
This book provides an up-to-date account of the theory and applications of linear models. It can be used as a text for courses in statistics at the graduate level as well as an accompanying text for other courses in which linear models play a part. The authors present a unified theory of inference f...
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
New York [u.a.]
Springer
1995
|
| Ausgabe: | 1. print. |
| Schriftenreihe: | Springer series in statistics
|
| Schlagworte: | |
| Zusammenfassung: | This book provides an up-to-date account of the theory and applications of linear models. It can be used as a text for courses in statistics at the graduate level as well as an accompanying text for other courses in which linear models play a part. The authors present a unified theory of inference from linear models with minimal assumptions, not only through least squares theory, but also using alternative methods of estimation and testing based on convex loss functions and general estimating equations. Some of the highlights include: a special emphasis on sensitivity analysis and model selection; a chapter devoted to the analysis of categorical data based on logit, loglinear, and logistic regressions models; a chapter devoted to incomplete data sets; an extensive appendix on matrix theory, useful to researchers in econometrics, engineering, and optimization theory The material covered will be invaluable not only to graduate students, but also to research workers and consultants in statistics |
| Beschreibung: | Literaturverz. S. (329) - 343 |
| Beschreibung: | XI, 352 S. |
| ISBN: | 0387945628 |
Internformat
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| 520 | 3 | |a This book provides an up-to-date account of the theory and applications of linear models. It can be used as a text for courses in statistics at the graduate level as well as an accompanying text for other courses in which linear models play a part. The authors present a unified theory of inference from linear models with minimal assumptions, not only through least squares theory, but also using alternative methods of estimation and testing based on convex loss functions and general estimating equations. Some of the highlights include: a special emphasis on sensitivity analysis and model selection; a chapter devoted to the analysis of categorical data based on logit, loglinear, and logistic regressions models; a chapter devoted to incomplete data sets; an extensive appendix on matrix theory, useful to researchers in econometrics, engineering, and optimization theory | |
| 520 | |a The material covered will be invaluable not only to graduate students, but also to research workers and consultants in statistics | ||
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Datensatz im Suchindex
| _version_ | 1804135887220506624 |
|---|---|
| adam_txt | |
| any_adam_object | |
| any_adam_object_boolean | |
| author | Rao, Calyampudi Radhakrishna 1920-2023 Toutenburg, Helge 1943-2009 |
| author_GND | (DE-588)119285924 (DE-588)107164310 |
| author_facet | Rao, Calyampudi Radhakrishna 1920-2023 Toutenburg, Helge 1943-2009 |
| author_role | aut aut |
| author_sort | Rao, Calyampudi Radhakrishna 1920-2023 |
| author_variant | c r r cr crr h t ht |
| building | Verbundindex |
| bvnumber | BV021930445 |
| callnumber-first | Q - Science |
| callnumber-label | QA279 |
| callnumber-raw | QA279 |
| callnumber-search | QA279 |
| callnumber-sort | QA 3279 |
| callnumber-subject | QA - Mathematics |
| classification_rvk | QH 234 SK 840 |
| ctrlnum | (OCoLC)32746836 (DE-599)BVBBV021930445 |
| dewey-full | 519.5/36 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.5/36 |
| dewey-search | 519.5/36 |
| dewey-sort | 3519.5 236 |
| dewey-tens | 510 - Mathematics |
| discipline | Mathematik Wirtschaftswissenschaften |
| discipline_str_mv | Mathematik Wirtschaftswissenschaften |
| edition | 1. print. |
| format | Book |
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| id | DE-604.BV021930445 |
| illustrated | Not Illustrated |
| index_date | 2024-07-02T16:06:17Z |
| indexdate | 2024-07-09T20:47:38Z |
| institution | BVB |
| isbn | 0387945628 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-015145602 |
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| physical | XI, 352 S. |
| publishDate | 1995 |
| publishDateSearch | 1995 |
| publishDateSort | 1995 |
| publisher | Springer |
| record_format | marc |
| series2 | Springer series in statistics |
| spelling | Rao, Calyampudi Radhakrishna 1920-2023 Verfasser (DE-588)119285924 aut Linear models least squares and alternatives 1. print. New York [u.a.] Springer 1995 XI, 352 S. txt rdacontent n rdamedia nc rdacarrier Springer series in statistics Literaturverz. S. (329) - 343 This book provides an up-to-date account of the theory and applications of linear models. It can be used as a text for courses in statistics at the graduate level as well as an accompanying text for other courses in which linear models play a part. The authors present a unified theory of inference from linear models with minimal assumptions, not only through least squares theory, but also using alternative methods of estimation and testing based on convex loss functions and general estimating equations. Some of the highlights include: a special emphasis on sensitivity analysis and model selection; a chapter devoted to the analysis of categorical data based on logit, loglinear, and logistic regressions models; a chapter devoted to incomplete data sets; an extensive appendix on matrix theory, useful to researchers in econometrics, engineering, and optimization theory The material covered will be invaluable not only to graduate students, but also to research workers and consultants in statistics Kleinste-kwadratenmethode gtt Lineaire analyse gtt Lineaire modellen gtt Modèles linéaires (Statistique) ram Linear models (Statistics) Lineares Modell (DE-588)4134827-8 gnd rswk-swf Matrizenrechnung (DE-588)4126963-9 gnd rswk-swf Statistik (DE-588)4056995-0 gnd rswk-swf Ökonometrie (DE-588)4132280-0 gnd rswk-swf Statistische Analyse (DE-588)4116599-8 gnd rswk-swf Wirtschaftstheorie (DE-588)4079351-5 gnd rswk-swf Lineare Optimierung (DE-588)4035816-1 gnd rswk-swf Statistische Analyse (DE-588)4116599-8 s DE-604 Matrizenrechnung (DE-588)4126963-9 s Ökonometrie (DE-588)4132280-0 s Lineare Optimierung (DE-588)4035816-1 s Wirtschaftstheorie (DE-588)4079351-5 s 1\p DE-604 Lineares Modell (DE-588)4134827-8 s Statistik (DE-588)4056995-0 s 2\p DE-604 Toutenburg, Helge 1943-2009 Verfasser (DE-588)107164310 aut 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 | Rao, Calyampudi Radhakrishna 1920-2023 Toutenburg, Helge 1943-2009 Linear models least squares and alternatives Kleinste-kwadratenmethode gtt Lineaire analyse gtt Lineaire modellen gtt Modèles linéaires (Statistique) ram Linear models (Statistics) Lineares Modell (DE-588)4134827-8 gnd Matrizenrechnung (DE-588)4126963-9 gnd Statistik (DE-588)4056995-0 gnd Ökonometrie (DE-588)4132280-0 gnd Statistische Analyse (DE-588)4116599-8 gnd Wirtschaftstheorie (DE-588)4079351-5 gnd Lineare Optimierung (DE-588)4035816-1 gnd |
| subject_GND | (DE-588)4134827-8 (DE-588)4126963-9 (DE-588)4056995-0 (DE-588)4132280-0 (DE-588)4116599-8 (DE-588)4079351-5 (DE-588)4035816-1 |
| title | Linear models least squares and alternatives |
| title_auth | Linear models least squares and alternatives |
| title_exact_search | Linear models least squares and alternatives |
| title_exact_search_txtP | Linear models least squares and alternatives |
| title_full | Linear models least squares and alternatives |
| title_fullStr | Linear models least squares and alternatives |
| title_full_unstemmed | Linear models least squares and alternatives |
| title_short | Linear models |
| title_sort | linear models least squares and alternatives |
| title_sub | least squares and alternatives |
| topic | Kleinste-kwadratenmethode gtt Lineaire analyse gtt Lineaire modellen gtt Modèles linéaires (Statistique) ram Linear models (Statistics) Lineares Modell (DE-588)4134827-8 gnd Matrizenrechnung (DE-588)4126963-9 gnd Statistik (DE-588)4056995-0 gnd Ökonometrie (DE-588)4132280-0 gnd Statistische Analyse (DE-588)4116599-8 gnd Wirtschaftstheorie (DE-588)4079351-5 gnd Lineare Optimierung (DE-588)4035816-1 gnd |
| topic_facet | Kleinste-kwadratenmethode Lineaire analyse Lineaire modellen Modèles linéaires (Statistique) Linear models (Statistics) Lineares Modell Matrizenrechnung Statistik Ökonometrie Statistische Analyse Wirtschaftstheorie Lineare Optimierung |
| work_keys_str_mv | AT raocalyampudiradhakrishna linearmodelsleastsquaresandalternatives AT toutenburghelge linearmodelsleastsquaresandalternatives |