Zur Startseite gehen
0,00 €*
Cover: 9783030291631 | Advanced Linear Modeling | Statistical Learning and Dependent Data
Dekorationsartikel gehören nicht zum Leistungsumfang.
Advanced Linear Modeling
Statistical Learning and Dependent Data
Buch von Ronald Christensen
Sprache: Englisch

103,95 €*

inkl. MwSt.

Versandkostenfrei per Post / DHL

Lieferzeit 2-3 Wochen

Kategorien:
Beschreibung
Now in its third edition, this companion volume to Ronald Christensen¿s Plane Answers to Complex Questions uses three fundamental concepts from standard linear model theory¿best linear prediction, projections, and Mahalanobis distance¿ to extend standard linear modeling into the realms of Statistical Learning and Dependent Data.
This new edition features a wealth of new and revised content. In Statistical Learning it delves into nonparametric regression, penalized estimation (regularization), reproducing kernel Hilbert spaces, the kernel trick, and support vector machines. For Dependent Data it uses linear model theory to examine general linear models, linear mixed models, time series, spatial data, (generalized) multivariate linear models, discrimination, and dimension reduction. While numerous references to Plane Answers are made throughout the volume, Advanced Linear Modeling can be used on its own given a solid background in linear models. Accompanying R code for the analyses is available online.
Now in its third edition, this companion volume to Ronald Christensen¿s Plane Answers to Complex Questions uses three fundamental concepts from standard linear model theory¿best linear prediction, projections, and Mahalanobis distance¿ to extend standard linear modeling into the realms of Statistical Learning and Dependent Data.
This new edition features a wealth of new and revised content. In Statistical Learning it delves into nonparametric regression, penalized estimation (regularization), reproducing kernel Hilbert spaces, the kernel trick, and support vector machines. For Dependent Data it uses linear model theory to examine general linear models, linear mixed models, time series, spatial data, (generalized) multivariate linear models, discrimination, and dimension reduction. While numerous references to Plane Answers are made throughout the volume, Advanced Linear Modeling can be used on its own given a solid background in linear models. Accompanying R code for the analyses is available online.
Über den Autor
Ronald Christensen is a Professor of Statistics at the University of New Mexico, Fellow of the American Statistical Association (ASA) and the Institute of Mathematical Statistics, former Chair of the ASA Section on Bayesian Statistical Science and former Editor of The American Statistician. His book publications include Plane Answers to Complex Questions (Springer 2011), Log-Linear Models and Logistic Regression (Springer 1997), Analysis of Variance, Design, and Regression (1996, 2016), and Bayesian Ideas and Data Analysis (2010, with Johnson, Branscum and Hanson).
Zusammenfassung
This book will serve as a reference book for graduate students and researchers in statistics. Written by a leading researcher in the field, it discusses advanced topics in the area of linear models.
Inhaltsverzeichnis
1. Nonparametric Regression.- 2. Penalized Estimation.- 3. Reproducing Kernel Hilbert Spaces.- 4. Covariance Parameter Estimation.- 5. Mixed Models and Variance Components.- 6. Frequency Analysis of Time Series.- 7. Time Domain Analysis.- 8. Linear Models for Spacial Data: Kriging.- 9. Multivariate Linear Models: General. 10. Multivariate Linear Models: Applications.- 11. Generalized Multivariate Linear Models and Longitudinal Data.- 12. Discrimination and Allocation.- 13. Binary Discrimination and Regression.- 14. Principal Components, Classical Multidimensional Scaling, and Factor Analysis.- A Mathematical Background.- B Best Linear Predictors.- C Residual Maximum Likelihood.- Index.- Author Index.
Details
Erscheinungsjahr: 2019
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Seiten: 632
Reihe: Springer Texts in Statistics
Inhalt: xxiii
608 S.
70 s/w Illustr.
6 farbige Illustr.
608 p. 76 illus.
6 illus. in color.
ISBN-13: 9783030291631
ISBN-10: 3030291634
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Autor: Christensen, Ronald
Auflage: 3rd ed. 2019
Hersteller: Springer International Publishing
Springer Texts in Statistics
Maße: 241 x 160 x 40 mm
Von/Mit: Ronald Christensen
Erscheinungsdatum: 20.12.2019
Gewicht: 1,103 kg
preigu-id: 116947077
Über den Autor
Ronald Christensen is a Professor of Statistics at the University of New Mexico, Fellow of the American Statistical Association (ASA) and the Institute of Mathematical Statistics, former Chair of the ASA Section on Bayesian Statistical Science and former Editor of The American Statistician. His book publications include Plane Answers to Complex Questions (Springer 2011), Log-Linear Models and Logistic Regression (Springer 1997), Analysis of Variance, Design, and Regression (1996, 2016), and Bayesian Ideas and Data Analysis (2010, with Johnson, Branscum and Hanson).
Zusammenfassung
This book will serve as a reference book for graduate students and researchers in statistics. Written by a leading researcher in the field, it discusses advanced topics in the area of linear models.
Inhaltsverzeichnis
1. Nonparametric Regression.- 2. Penalized Estimation.- 3. Reproducing Kernel Hilbert Spaces.- 4. Covariance Parameter Estimation.- 5. Mixed Models and Variance Components.- 6. Frequency Analysis of Time Series.- 7. Time Domain Analysis.- 8. Linear Models for Spacial Data: Kriging.- 9. Multivariate Linear Models: General. 10. Multivariate Linear Models: Applications.- 11. Generalized Multivariate Linear Models and Longitudinal Data.- 12. Discrimination and Allocation.- 13. Binary Discrimination and Regression.- 14. Principal Components, Classical Multidimensional Scaling, and Factor Analysis.- A Mathematical Background.- B Best Linear Predictors.- C Residual Maximum Likelihood.- Index.- Author Index.
Details
Erscheinungsjahr: 2019
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Seiten: 632
Reihe: Springer Texts in Statistics
Inhalt: xxiii
608 S.
70 s/w Illustr.
6 farbige Illustr.
608 p. 76 illus.
6 illus. in color.
ISBN-13: 9783030291631
ISBN-10: 3030291634
Sprache: Englisch
Ausstattung / Beilage: HC runder Rücken kaschiert
Einband: Gebunden
Autor: Christensen, Ronald
Auflage: 3rd ed. 2019
Hersteller: Springer International Publishing
Springer Texts in Statistics
Maße: 241 x 160 x 40 mm
Von/Mit: Ronald Christensen
Erscheinungsdatum: 20.12.2019
Gewicht: 1,103 kg
preigu-id: 116947077
Warnhinweis

Ähnliche Produkte

Ähnliche Produkte

Buch
Cover: 9780471959250 | Stochastic Processes for Insurance and Finance | Tomasz Rolski (u. a.)
Stochastic Processes for Insurance and Finance
EAN: 9780471959250
Sprache: Englisch
Von/Mit: Tomasz Rolski (u. a.)

309,50 €*

Aktuell nicht verfügbar

Buch
Cover: 9780387721255 | The Riemann Hypothesis | Peter Borwein (u. a.) | Buch | Englisch
The Riemann Hypothesis
A Resource for the Afficionado and Virtuoso Alike
EAN: 9780387721255
Sprache: Englisch
Von/Mit: Peter Borwein (u. a.)

175,95 €*

Lieferzeit 1-2 Wochen

Taschenbuch
Cover: 9783540118114 | Statistische Erklärungen. Deduktiv-nomologische Erklärungen in...
Statistische Erklärungen. Deduktiv-nomologische Erklärungen in präzisen Modellsprachen Offene Probleme
EAN: 9783540118114
Sprache: Deutsch
Von/Mit: Wolfgang Stegmüller

27,99 €*

Lieferzeit 4-7 Werktage

Buch
Cover: 9780817638504 | Complex, Contact and Symmetric Manifolds | In Honor of L. Vanhecke | X
Complex, Contact and Symmetric Manifolds
In Honor of L. Vanhecke
EAN: 9780817638504
Sprache: Englisch
Von/Mit: Oldrich Kowalski (u. a.)

126,95 €*

Lieferzeit 2-3 Wochen

Buch
Cover: 9783642388958 | Condition | The Geometry of Numerical Algorithms | Cucker (u. a.)
Condition
The Geometry of Numerical Algorithms
EAN: 9783642388958
Sprache: Englisch
Von/Mit: Felipe Cucker (u. a.)

163,95 €*

Lieferzeit 2-3 Wochen

Taschenbuch
Cover: 9781446201749 | Spatial Statistics and Geostatistics | Yongwan Chun (u. a.) | Buch
Spatial Statistics and Geostatistics
Theory and Applications for Geographic Information Science and Technology
EAN: 9781446201749
Sprache: Englisch
Von/Mit: Yongwan Chun (u. a.)

59,95 €*

Lieferzeit 1-2 Wochen

Taschenbuch
Cover: 9780387909189 | Threshold Models in Non-linear Time Series Analysis | H. Tong | Buch
Threshold Models in Non-linear Time Series Analysis
EAN: 9780387909189
Sprache: Englisch
Von/Mit: H. Tong

111,95 €*

Lieferzeit 1-2 Wochen

Taschenbuch
Cover: 9781441930019 | Stochastic Petri Nets | Modelling, Stability, Simulation | Haas | Buch
Stochastic Petri Nets
Modelling, Stability, Simulation
EAN: 9781441930019
Sprache: Englisch
Von/Mit: Peter J. Haas

48,95 €*

Lieferzeit 4-7 Werktage

Taschenbuch
Cover: 9783528183097 | Höhere Mathematik griffbereit | Definitionen, Theoreme, Beispiele | IV
Höhere Mathematik griffbereit
Definitionen, Theoreme, Beispiele
EAN: 9783528183097
Sprache: Deutsch
Von/Mit: Mark Ja. Vygodskij

49,99 €*

Lieferzeit 4-7 Werktage

Taschenbuch
Cover: 9780521499057 | Intro Theo Riemann Zeta Function | Stephen J. Patterson | Taschenbuch
Intro Theo Riemann Zeta Function
EAN: 9780521499057
Sprache: Englisch
Von/Mit: Stephen J. Patterson

57,90 €*

Lieferzeit 1-2 Wochen

Taschenbuch
Cover: 9783030128647 | Reverberations of a Stroke | A Memoir | Karl Gustafson | Taschenbuch
Reverberations of a Stroke
A Memoir
EAN: 9783030128647
Sprache: Englisch
Von/Mit: Karl Gustafson

30,80 €*

Lieferzeit 4-7 Werktage

Taschenbuch
Cover: 9781009248242 | A Stata Companion for the Fundamentals of Social Research | Buch
A Stata Companion for the Fundamentals of Social Research
EAN: 9781009248242
Sprache: Englisch
Von/Mit: Paul M Kellstedt (u. a.)

24,15 €*

Lieferzeit 1-2 Wochen

Diese Website verwendet Cookies, um eine bestmögliche Erfahrung bieten zu können. Mehr Informationen ...