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This book shows scientific researchers and applied statisticians from a wide range of fields how to analyze their spatial point pattern data. Making the techniques accessible to non-mathematicians, the authors draw on their 25 years of software development experiences, methodological research, and broad scientific collaborations to deliver a book that clearly and succinctly explains concepts and addresses real scientific questions. The book uses the authors' R package spatstat throughout to process and analyze spatial point pattern data.
This book shows scientific researchers and applied statisticians from a wide range of fields how to analyze their spatial point pattern data. Making the techniques accessible to non-mathematicians, the authors draw on their 25 years of software development experiences, methodological research, and broad scientific collaborations to deliver a book that clearly and succinctly explains concepts and addresses real scientific questions. The book uses the authors' R package spatstat throughout to process and analyze spatial point pattern data.
Adrian Baddeley is a professor of computational statistics at Curtin University and a fellow of the Australian Academy of Science. He has been a leading researcher in spatial statistics for 40 years.
Ege Rubak is an associate professor in the world-renowned spatial statistics group at Aalborg University. His research focuses on spatial statistics and statistical computing.
Rolf Turner is retired and an Honorary Research Fellow at the University of Auckland, where he has taught a graduate course on spatial point processes in the Department of Statistics. He has considerable expertise in statistical computing and has worked as a statistician in the Division of Mathematics and Statistics at CSIRO, the University of New Brunswick, and the Starpath Project at the University of Auckland.
BASICS: Introduction. Software Essentials. Collecting and Handling Point Pattern Data. Inspecting and Exploring Data. Point Process Methods. EXPLORATORY DATA ANALYSIS: Intensity. Correlation. Spacing. STATISTICAL INFERENCE: Poisson Models. Hypothesis Tests and Simulation Envelopes. Model Validation. Cluster and Cox Models. Gibbs Models. Patterns of Several Types of Points. ADDITIONAL STRUCTURE: Higher-Dimensional Spaces and Marks. Replicated Point Patterns and Designed Experiments. Point Patterns on a Linear Network.
| Erscheinungsjahr: | 2015 |
|---|---|
| Fachbereich: | Wahrscheinlichkeitstheorie |
| Genre: | Importe, Mathematik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Buch |
| ISBN-13: | 9781482210200 |
| ISBN-10: | 1482210207 |
| Sprache: | Englisch |
| Einband: | Gebunden |
| Autor: |
Baddeley, Adrian
Rubak, Ege Turner, Rolf |
| Hersteller: | Chapman and Hall/CRC |
| Verantwortliche Person für die EU: | Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de |
| Maße: | 260 x 183 x 49 mm |
| Von/Mit: | Adrian Baddeley (u. a.) |
| Erscheinungsdatum: | 24.11.2015 |
| Gewicht: | 1,725 kg |
Adrian Baddeley is a professor of computational statistics at Curtin University and a fellow of the Australian Academy of Science. He has been a leading researcher in spatial statistics for 40 years.
Ege Rubak is an associate professor in the world-renowned spatial statistics group at Aalborg University. His research focuses on spatial statistics and statistical computing.
Rolf Turner is retired and an Honorary Research Fellow at the University of Auckland, where he has taught a graduate course on spatial point processes in the Department of Statistics. He has considerable expertise in statistical computing and has worked as a statistician in the Division of Mathematics and Statistics at CSIRO, the University of New Brunswick, and the Starpath Project at the University of Auckland.
BASICS: Introduction. Software Essentials. Collecting and Handling Point Pattern Data. Inspecting and Exploring Data. Point Process Methods. EXPLORATORY DATA ANALYSIS: Intensity. Correlation. Spacing. STATISTICAL INFERENCE: Poisson Models. Hypothesis Tests and Simulation Envelopes. Model Validation. Cluster and Cox Models. Gibbs Models. Patterns of Several Types of Points. ADDITIONAL STRUCTURE: Higher-Dimensional Spaces and Marks. Replicated Point Patterns and Designed Experiments. Point Patterns on a Linear Network.
| Erscheinungsjahr: | 2015 |
|---|---|
| Fachbereich: | Wahrscheinlichkeitstheorie |
| Genre: | Importe, Mathematik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Buch |
| ISBN-13: | 9781482210200 |
| ISBN-10: | 1482210207 |
| Sprache: | Englisch |
| Einband: | Gebunden |
| Autor: |
Baddeley, Adrian
Rubak, Ege Turner, Rolf |
| Hersteller: | Chapman and Hall/CRC |
| Verantwortliche Person für die EU: | Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de |
| Maße: | 260 x 183 x 49 mm |
| Von/Mit: | Adrian Baddeley (u. a.) |
| Erscheinungsdatum: | 24.11.2015 |
| Gewicht: | 1,725 kg |
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