Applied Directional Statistics: Modern Methods and Case Studies
Christophe / Verdebout Ley
Résumé
This book collects important advances in methodology and data analysis for directional statistics. It is the companion book of the more theoretical treatment presented in Modern Directional Statistics (CRC Press, 2017). The field of directional statistics has received a lot of attention due to demands from disciplines such as life sciences or machine learning, the availability of massive data sets requiring adapted statistical techniques, and technological advances. This book covers important progress in bioinformatics, biology, astrophysics, oceanography, environmental sciences, earth sciences, machine learning and social sciences.
Introduction
Christophe Ley and Thomas Verdebout
1. Directional Statistics in Protein Bioinformatics
Kanti V. Mardia, Jesper Illemann Foldager, and Jes Frellsen
2. Statistics of Orientations of Symmetrical Objects
Richard Arnold and Peter Jupp
3. Correlated Cylindrical Data
Francesco Lagona
4. Toroidal Diffusions and Protein Structure Evolution
Eduardo Garcia-Portugues, Michael Golden, Michael Soerensen, Kanti V. Mardia, Thomas Hamelryck, Jotun Hein
5. Noisy Directional Data
Thanh Mai Pham Ngoc
6. On Modelling of SE(3) Objects
Louis-Paul Rivest and Karim Oualkacha
7. Spatial and Spatio-temporal Circular Processes with Application to Wave Direction
Giovanna Jona-Lasinio, Alan E. Gelfand, and Gianluca Mastrantonio
8. Cylindrical Distributions and their Applications to Biological Data
Toshihiro Abe & Ichiro Ken Shimatani
9. Directional Statistics for Wildfires
Jose Ameijeiras-Alonso, Rosa M. Crujeiras, Alberto Rodriguez Casal
10. Bayesian Analysis of Circular Data in Social and Behavioural Sciences
Irene Klugkist, Jolien Cremers, and Kees Mulder
11. Nonparametric Classification for Circular Data
Marco Di Marzio, Stefania Fensore, and Charles C. Taylor
12. Directional Statistics in Machine Learning: A Brief Review
Suvrit Sra
13. A pplied Directional Statistics with R: an Overview
Arthur Pewsey
Caractéristiques techniques
| PAPIER | |
| Éditeur(s) | Taylor&francis |
| Auteur(s) | Christophe / Verdebout Ley |
| Parution | 27/09/2018 |
| Nb. de pages | 338 |
| EAN13 | 9781138626430 |
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