Applied multiway data analysis [[electronic resource] /] / Pieter M. Kroonenberg |
Autore | Kroonenberg Pieter M |
Pubbl/distr/stampa | Hoboken, N.J., : Wiley-Interscience, c2008 |
Descrizione fisica | 1 online resource (614 p.) |
Disciplina |
519.5
519.5/35 519.535 |
Collana | Wiley series in probability and statistics |
Soggetto topico |
Multivariate analysis
Multiple comparisons (Statistics) Principal components analysis |
Soggetto genere / forma | Electronic books. |
ISBN |
1-281-23734-5
9786611237349 0-470-23800-3 0-470-23799-6 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto |
APPLIED MULTIWAY DATA ANALYSIS; CONTENTS; Foreword; Preface; PART I DATA, MODELS, AND ALGORITHMS; 1 Overture; 1.1 Three-way and multiway data; 1.2 Multiway data analysis; 1.3 Before the arrival of three-mode analysis; 1.4 Three-mode data-analytic techniques; 1.5 Example: Judging Chopin's preludes; 1.6 Birth of the Tucker model; 1.7 Current status of multiway analysis; 2 Overview; 2.1 What are multiway data?; 2.2 Why multiway analysis?; 2.3 What is a model?; 2.4 Some history; 2.5 Multiway models and methods; 2.6 Conclusions; 3 Three-Way and Multiway Data; 3.1 Chapter preview; 3.2 Terminology
3.3 Two-way solutions to three-way data3.4 Classification principles; 3.5 Overview of three-way data designs; 3.6 Fully crossed designs; 3.7 Nested designs; 3.8 Scaling designs; 3.9 Categorical data; 4 Component Models for Fully-Crossed Designs; 4.1 Introduction; 4.2 Chapter preview; 4.3 Two-mode modeling of three-way data; 4.4 Extending two-mode component models to three-mode models; 4.5 Tucker models; 4.6 Parafac models; 4.7 ParaTuck2 model; 4.8 Core arrays; 4.9 Relationships between component models; 4.10 Multiway component modeling under constraints; 4.11 Conclusions 5 Algorithms for Multiway Models5.1 Introduction; 5.2 Chapter preview; 5.3 Terminology and general issues; 5.4 An example of an iterative algorithm; 5.5 General behavior of multiway algorithms; 5.6 The Parallel factor model - Parafac; 5.7 The Tucker models; 5.8 STATIS; 5.9 Conclusions; PART II DATA HANDLING, MODEL SELECTION, AND INTERPRETATION; 6 Preprocessing; 6.1 Introduction; 6.2 Chapter preview; 6.3 General considerations; 6.4 Model-based arguments for preprocessing choices; 6.5 Content-based arguments for preprocessing choices; 6.6 Preprocessing and specific multiway data designs 6.7 Centering and analysis-of-variance models: Two-way data6.8 Centering and analysis-of-variance models: Three-way data; 6.9 Recommendations; 7 Missing Data in Multiway Analysis; 7.1 Introduction; 7.2 Chapter preview; 7.3 Handling missing data in two-mode PCA; 7.4 Handling missing data in multiway analysis; 7.5 Multiple imputation in multiway analysis: Data matters; 7.6 Missing data in multiway analysis: Practice; 7.7 Example: Spanjer's Chromatography data; 7.8 Example: NICHD Child care data; 7.9 Further applications; 7.10 Computer programs for multiple imputation 8 Model and Dimensionality Selection8.1 Introduction; 8.2 Chapter preview; 8.3 Sample size and stochastics; 8.4 Degrees of freedom; 8.5 Selecting the dimensionality of a Tucker model; 8.6 Selecting the dimensionality of a Parafac model; 8.7 Model selection from a hierarchy; 8.8 Model stability and predictive power; 8.9 Example: Chopin prelude data; 8.10 Conclusions; 9 Interpreting Component Models; 9.1 Chapter preview; 9.2 General principles; 9.3 Representations of component models; 9.4 Scaling of components; 9.5 Interpreting core arrays; 9.6 Interpreting extended core arrays 9.7 Special topics |
Record Nr. | UNINA-9910145562403321 |
Kroonenberg Pieter M | ||
Hoboken, N.J., : Wiley-Interscience, c2008 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
|
Applied multiway data analysis / / Pieter M. Kroonenberg |
Autore | Kroonenberg Pieter M |
Pubbl/distr/stampa | Hoboken, N.J., : Wiley-Interscience, c2008 |
Descrizione fisica | 1 online resource (614 p.) |
Disciplina | 519.5/35 |
Collana | Wiley series in probability and statistics |
Soggetto topico |
Multivariate analysis
Multiple comparisons (Statistics) Principal components analysis |
ISBN |
1-281-23734-5
9786611237349 0-470-23800-3 0-470-23799-6 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto |
APPLIED MULTIWAY DATA ANALYSIS; CONTENTS; Foreword; Preface; PART I DATA, MODELS, AND ALGORITHMS; 1 Overture; 1.1 Three-way and multiway data; 1.2 Multiway data analysis; 1.3 Before the arrival of three-mode analysis; 1.4 Three-mode data-analytic techniques; 1.5 Example: Judging Chopin's preludes; 1.6 Birth of the Tucker model; 1.7 Current status of multiway analysis; 2 Overview; 2.1 What are multiway data?; 2.2 Why multiway analysis?; 2.3 What is a model?; 2.4 Some history; 2.5 Multiway models and methods; 2.6 Conclusions; 3 Three-Way and Multiway Data; 3.1 Chapter preview; 3.2 Terminology
3.3 Two-way solutions to three-way data3.4 Classification principles; 3.5 Overview of three-way data designs; 3.6 Fully crossed designs; 3.7 Nested designs; 3.8 Scaling designs; 3.9 Categorical data; 4 Component Models for Fully-Crossed Designs; 4.1 Introduction; 4.2 Chapter preview; 4.3 Two-mode modeling of three-way data; 4.4 Extending two-mode component models to three-mode models; 4.5 Tucker models; 4.6 Parafac models; 4.7 ParaTuck2 model; 4.8 Core arrays; 4.9 Relationships between component models; 4.10 Multiway component modeling under constraints; 4.11 Conclusions 5 Algorithms for Multiway Models5.1 Introduction; 5.2 Chapter preview; 5.3 Terminology and general issues; 5.4 An example of an iterative algorithm; 5.5 General behavior of multiway algorithms; 5.6 The Parallel factor model - Parafac; 5.7 The Tucker models; 5.8 STATIS; 5.9 Conclusions; PART II DATA HANDLING, MODEL SELECTION, AND INTERPRETATION; 6 Preprocessing; 6.1 Introduction; 6.2 Chapter preview; 6.3 General considerations; 6.4 Model-based arguments for preprocessing choices; 6.5 Content-based arguments for preprocessing choices; 6.6 Preprocessing and specific multiway data designs 6.7 Centering and analysis-of-variance models: Two-way data6.8 Centering and analysis-of-variance models: Three-way data; 6.9 Recommendations; 7 Missing Data in Multiway Analysis; 7.1 Introduction; 7.2 Chapter preview; 7.3 Handling missing data in two-mode PCA; 7.4 Handling missing data in multiway analysis; 7.5 Multiple imputation in multiway analysis: Data matters; 7.6 Missing data in multiway analysis: Practice; 7.7 Example: Spanjer's Chromatography data; 7.8 Example: NICHD Child care data; 7.9 Further applications; 7.10 Computer programs for multiple imputation 8 Model and Dimensionality Selection8.1 Introduction; 8.2 Chapter preview; 8.3 Sample size and stochastics; 8.4 Degrees of freedom; 8.5 Selecting the dimensionality of a Tucker model; 8.6 Selecting the dimensionality of a Parafac model; 8.7 Model selection from a hierarchy; 8.8 Model stability and predictive power; 8.9 Example: Chopin prelude data; 8.10 Conclusions; 9 Interpreting Component Models; 9.1 Chapter preview; 9.2 General principles; 9.3 Representations of component models; 9.4 Scaling of components; 9.5 Interpreting core arrays; 9.6 Interpreting extended core arrays 9.7 Special topics |
Record Nr. | UNINA-9910876930003321 |
Kroonenberg Pieter M | ||
Hoboken, N.J., : Wiley-Interscience, c2008 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
|
Ensemble methods : foundations and algorithms / / Zhi-Hua Zhou |
Autore | Zhou Zhi-Hua, Ph. D. |
Pubbl/distr/stampa | Boca Raton, Fla. : , : CRC Press, , 2012 |
Descrizione fisica | 1 online resource (234 p.) |
Disciplina | 006.3/1 |
Collana | Chapman & Hall/CRC machine learning & pattern recognition series |
Soggetto topico |
Multiple comparisons (Statistics)
Set theory Mathematical analysis |
Soggetto genere / forma | Electronic books. |
ISBN |
0-429-15109-8
1-4398-3005-3 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Front Cover; Preface; Notations; Contents; 1. Introduction; 2. Boosting; 3. Bagging; 4. Combination Methods; 5. Diversity; 6. Ensemble Pruning; 7. Clustering Ensembles; 8. Advanced Topics; References |
Record Nr. | UNINA-9910462400503321 |
Zhou Zhi-Hua, Ph. D. | ||
Boca Raton, Fla. : , : CRC Press, , 2012 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
|
Multiple comparison procedures / / Yosef Hochberg, Ajit C. Tamhane [[electronic resource]] |
Autore | Hochberg Yosef |
Pubbl/distr/stampa | New York, : Wiley, c1987 |
Descrizione fisica | 1 online resource (xxii, 450 p. ) : ill. ; |
Disciplina | 519.5/35 |
Altri autori (Persone) | TamhaneAjit C |
Collana |
Wiley series in probability and mathematical statistics. Multiple comparison procedures
Wiley series in probability and mathematical statistics. |
Soggetto topico |
Multiple comparisons (Statistics)
Statistics as topic Mathematics Physical Sciences & Mathematics Mathematical Statistics |
Soggetto genere / forma | Electronic books |
ISBN |
0-470-31667-5
0-470-31734-5 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNINA-9910139430803321 |
Hochberg Yosef | ||
New York, : Wiley, c1987 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
|
Multiple comparison procedures / / Yosef Hochberg, Ajit C. Tamhane [[electronic resource]] |
Autore | Hochberg Yosef |
Pubbl/distr/stampa | New York, : Wiley, c1987 |
Descrizione fisica | 1 online resource (xxii, 450 p. ) : ill. ; |
Disciplina | 519.5/35 |
Altri autori (Persone) | TamhaneAjit C |
Collana |
Wiley series in probability and mathematical statistics. Multiple comparison procedures
Wiley series in probability and mathematical statistics. |
Soggetto topico |
Multiple comparisons (Statistics)
Statistics as topic Mathematics Physical Sciences & Mathematics Mathematical Statistics |
ISBN |
0-470-31667-5
0-470-31734-5 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNINA-9910830645103321 |
Hochberg Yosef | ||
New York, : Wiley, c1987 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
|
Multiple comparison procedures / / Yosef Hochberg, Ajit C. Tamhane [[electronic resource]] |
Autore | Hochberg Yosef |
Pubbl/distr/stampa | New York, : Wiley, c1987 |
Descrizione fisica | 1 online resource (xxii, 450 p. ) : ill. ; |
Disciplina | 519.5/35 |
Altri autori (Persone) | TamhaneAjit C |
Collana |
Wiley series in probability and mathematical statistics. Multiple comparison procedures
Wiley series in probability and mathematical statistics. |
Soggetto topico |
Multiple comparisons (Statistics)
Statistics as Topic Mathematics Physical Sciences & Mathematics Mathematical Statistics |
ISBN |
0-470-31667-5
0-470-31734-5 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNINA-9910877244803321 |
Hochberg Yosef | ||
New York, : Wiley, c1987 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
|
Multiple comparisons using R / / Frank Bretz, Torsten Hothorn, Peter Westfall |
Autore | Bretz Frank |
Pubbl/distr/stampa | Boca Raton : , : Chapman & Hall/CRC, , 2011 |
Descrizione fisica | 1 online resource (202 p.) |
Disciplina | 519.5 |
Altri autori (Persone) |
HothornTorsten
WestfallPeter H. <1957-> |
Soggetto topico |
Multiple comparisons (Statistics)
R (Computer program language) |
Soggetto genere / forma | Electronic books. |
ISBN |
0-429-13954-3
1-4200-1090-5 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Front cover; Contents; List of Figures; List of Tables; Preface; CHAPTER 1: Introduction; CHAPTER 2: General Concepts and Basic Multiple Comparison Procedures; CHAPTER 3: Multiple Comparison Procedures in Parametric Models; CHAPTER 4: Applications; Bibliography; Back cover |
Record Nr. | UNINA-9910459204303321 |
Bretz Frank | ||
Boca Raton : , : Chapman & Hall/CRC, , 2011 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
|
Multiple comparisons using R / / Frank Bretz, Torsten Hothorn, Peter Westfall |
Autore | Bretz Frank |
Pubbl/distr/stampa | Boca Raton : , : Chapman & Hall/CRC, , 2011 |
Descrizione fisica | 1 online resource (202 p.) |
Disciplina | 519.5 |
Altri autori (Persone) |
HothornTorsten
WestfallPeter H. <1957-> |
Soggetto topico |
Multiple comparisons (Statistics)
R (Computer program language) |
ISBN |
0-429-13954-3
1-4200-1090-5 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Front cover; Contents; List of Figures; List of Tables; Preface; CHAPTER 1: Introduction; CHAPTER 2: General Concepts and Basic Multiple Comparison Procedures; CHAPTER 3: Multiple Comparison Procedures in Parametric Models; CHAPTER 4: Applications; Bibliography; Back cover |
Record Nr. | UNINA-9910785267703321 |
Bretz Frank | ||
Boca Raton : , : Chapman & Hall/CRC, , 2011 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
|
Multiple comparisons using R / / Frank Bretz, Torsten Hothorn, Peter Westfall |
Autore | Bretz Frank |
Pubbl/distr/stampa | Boca Raton, : Chapman & Hall/CRC, 2010 |
Descrizione fisica | 1 online resource (202 pages) |
Disciplina | 519.5 |
Soggetto topico |
Multiple comparisons (Statistics)
R (Computer program language) R (Llenguatge de programació) Correlació múltiple (Estadística) |
ISBN |
9781420010909
0-429-13954-3 1-4200-1090-5 |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Nota di contenuto | Front cover; Contents; List of Figures; List of Tables; Preface; CHAPTER 1: Introduction; CHAPTER 2: General Concepts and Basic Multiple Comparison Procedures; CHAPTER 3: Multiple Comparison Procedures in Parametric Models; CHAPTER 4: Applications; Bibliography; Back cover |
Record Nr. | UNINA-9910824533603321 |
Bretz Frank | ||
Boca Raton, : Chapman & Hall/CRC, 2010 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. Federico II | ||
|
Recent developments in multiple comparison procedures |
Pubbl/distr/stampa | [Place of publication not identified], : Institute of Mathematical Statistics, 2004 |
Disciplina | 519.5 |
Collana | Lecture notes-monograph series Recent developments in multiple comparison procedures |
Soggetto topico |
Multiple comparisons (Statistics)
Mathematics Physical Sciences & Mathematics Mathematical Statistics |
Formato | Materiale a stampa |
Livello bibliografico | Monografia |
Lingua di pubblicazione | eng |
Record Nr. | UNISA-996210065703316 |
[Place of publication not identified], : Institute of Mathematical Statistics, 2004 | ||
Materiale a stampa | ||
Lo trovi qui: Univ. di Salerno | ||
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