Plane Answers to Complex Questions: The Theory of Linear Models
Gespeichert in:
1. Verfasser: | |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
New York, NY
Springer New York
1987
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Schriftenreihe: | Springer Texts in Statistics
|
Schlagworte: | |
Online-Zugang: | Volltext |
Beschreibung: | This book was written to rigorously illustrate the practical application of the projective approach to linear models. To some, this may seem contradictory. I contend that it is possible to be both rigorous and illustrative and that it is possible to use the projective approach in practical applications. Therefore, unlike many other books on linear models, the use of projections and sub spaces does not stop after the general theory. They are used wherever I could figure out how to do it. Solving normal equations and using calculus (outside of maximum likelihood theory) are anathema to me. This is because I do not believe that they contribute to the understanding of linear models. I have similar feelings about the use of side conditions. Such topics are mentioned when appropriate and thenceforward avoided like the plague. On the other side of the coin, I just as strenuously reject teaching linear models with a coordinate free approach. Although Joe Eaton assures me that the issues in complicated problems frequently become clearer when considered free of coordinate systems, my experience is that too many people never make the jump from coordinate free theory back to practical applications. I think that coordinate free theory is better tackled after mastering linear models from some other approach. In particular, I think it would be very easy to pick up the coordinate free approach after learning the material in this book. See Eaton (1983) for an excellent exposition of the coordinate free approach |
Beschreibung: | 1 Online-Ressource (XIV, 380 p) |
ISBN: | 9781475719512 9781475719536 |
ISSN: | 1431-875X |
DOI: | 10.1007/978-1-4757-1951-2 |
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dewey-raw | 519.5 |
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spelling | Christensen, Ronald Verfasser aut Plane Answers to Complex Questions The Theory of Linear Models by Ronald Christensen New York, NY Springer New York 1987 1 Online-Ressource (XIV, 380 p) txt rdacontent c rdamedia cr rdacarrier Springer Texts in Statistics 1431-875X This book was written to rigorously illustrate the practical application of the projective approach to linear models. To some, this may seem contradictory. I contend that it is possible to be both rigorous and illustrative and that it is possible to use the projective approach in practical applications. Therefore, unlike many other books on linear models, the use of projections and sub spaces does not stop after the general theory. They are used wherever I could figure out how to do it. Solving normal equations and using calculus (outside of maximum likelihood theory) are anathema to me. This is because I do not believe that they contribute to the understanding of linear models. I have similar feelings about the use of side conditions. Such topics are mentioned when appropriate and thenceforward avoided like the plague. On the other side of the coin, I just as strenuously reject teaching linear models with a coordinate free approach. Although Joe Eaton assures me that the issues in complicated problems frequently become clearer when considered free of coordinate systems, my experience is that too many people never make the jump from coordinate free theory back to practical applications. I think that coordinate free theory is better tackled after mastering linear models from some other approach. In particular, I think it would be very easy to pick up the coordinate free approach after learning the material in this book. See Eaton (1983) for an excellent exposition of the coordinate free approach Statistics Statistics, general Statistik Lineares Modell (DE-588)4134827-8 gnd rswk-swf 1\p (DE-588)4123623-3 Lehrbuch gnd-content Lineares Modell (DE-588)4134827-8 s 2\p DE-604 https://doi.org/10.1007/978-1-4757-1951-2 Verlag Volltext 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 | Christensen, Ronald Plane Answers to Complex Questions The Theory of Linear Models Statistics Statistics, general Statistik Lineares Modell (DE-588)4134827-8 gnd |
subject_GND | (DE-588)4134827-8 (DE-588)4123623-3 |
title | Plane Answers to Complex Questions The Theory of Linear Models |
title_auth | Plane Answers to Complex Questions The Theory of Linear Models |
title_exact_search | Plane Answers to Complex Questions The Theory of Linear Models |
title_full | Plane Answers to Complex Questions The Theory of Linear Models by Ronald Christensen |
title_fullStr | Plane Answers to Complex Questions The Theory of Linear Models by Ronald Christensen |
title_full_unstemmed | Plane Answers to Complex Questions The Theory of Linear Models by Ronald Christensen |
title_short | Plane Answers to Complex Questions |
title_sort | plane answers to complex questions the theory of linear models |
title_sub | The Theory of Linear Models |
topic | Statistics Statistics, general Statistik Lineares Modell (DE-588)4134827-8 gnd |
topic_facet | Statistics Statistics, general Statistik Lineares Modell Lehrbuch |
url | https://doi.org/10.1007/978-1-4757-1951-2 |
work_keys_str_mv | AT christensenronald planeanswerstocomplexquestionsthetheoryoflinearmodels |