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The first four chapters review the basics of population genomics, data acquisition, and the use of R to store and manipulate genomic data. Chapter 5 treats the exploration of genomic data, an important issue when analysing large data sets. The other five chapters cover linkage disequilibrium, population genomic structure, geographical structure, past demographic events, and natural selection. These chapters include supervised and unsupervised methods, admixture analysis, an in-depth treatment of multivariate methods, and advice on how to handle GIS data. The analysis of natural selection, a traditional issue in evolutionary biology, has known a revival with modern population genomic data. All chapters include exercises. Supplemental materials are available on-line [...]
The first four chapters review the basics of population genomics, data acquisition, and the use of R to store and manipulate genomic data. Chapter 5 treats the exploration of genomic data, an important issue when analysing large data sets. The other five chapters cover linkage disequilibrium, population genomic structure, geographical structure, past demographic events, and natural selection. These chapters include supervised and unsupervised methods, admixture analysis, an in-depth treatment of multivariate methods, and advice on how to handle GIS data. The analysis of natural selection, a traditional issue in evolutionary biology, has known a revival with modern population genomic data. All chapters include exercises. Supplemental materials are available on-line [...]
Emmanuel Paradis is senior researcher in the French Institute of Research for Development (IRD). His research focuses on evolutionary models and their applications. The development and publication of software associated to his research has been an important aspect of his activities for more than twenty years. He adopted R as his main software for data analysis in 2000 and has since published and maintained several packages, including ape since 2002 and pegas since 2009. He gives regular workshops and trainings in several countries.
1. Introduction. 2. Data Acquisition. 3. Genomic Data in R. 4. Data Manipulation. 5. Data Exploration and Summaries. 6. Linkage Disequilibrium and Haplotype Structure. 7. Population Genetic Structure. 8. Geographical Structure. 9. Past Demographic Events. 10. Natural Selection.
Erscheinungsjahr: | 2022 |
---|---|
Fachbereich: | Wahrscheinlichkeitstheorie |
Genre: | Mathematik |
Rubrik: | Naturwissenschaften & Technik |
Medium: | Taschenbuch |
ISBN-13: | 9781032336350 |
ISBN-10: | 1032336358 |
Sprache: | Englisch |
Ausstattung / Beilage: | Paperback |
Einband: | Kartoniert / Broschiert |
Autor: | Paradis, Emmanuel |
Hersteller: | Chapman and Hall/CRC |
Maße: | 234 x 156 x 21 mm |
Von/Mit: | Emmanuel Paradis |
Erscheinungsdatum: | 13.06.2022 |
Gewicht: | 0,6 kg |
Emmanuel Paradis is senior researcher in the French Institute of Research for Development (IRD). His research focuses on evolutionary models and their applications. The development and publication of software associated to his research has been an important aspect of his activities for more than twenty years. He adopted R as his main software for data analysis in 2000 and has since published and maintained several packages, including ape since 2002 and pegas since 2009. He gives regular workshops and trainings in several countries.
1. Introduction. 2. Data Acquisition. 3. Genomic Data in R. 4. Data Manipulation. 5. Data Exploration and Summaries. 6. Linkage Disequilibrium and Haplotype Structure. 7. Population Genetic Structure. 8. Geographical Structure. 9. Past Demographic Events. 10. Natural Selection.
Erscheinungsjahr: | 2022 |
---|---|
Fachbereich: | Wahrscheinlichkeitstheorie |
Genre: | Mathematik |
Rubrik: | Naturwissenschaften & Technik |
Medium: | Taschenbuch |
ISBN-13: | 9781032336350 |
ISBN-10: | 1032336358 |
Sprache: | Englisch |
Ausstattung / Beilage: | Paperback |
Einband: | Kartoniert / Broschiert |
Autor: | Paradis, Emmanuel |
Hersteller: | Chapman and Hall/CRC |
Maße: | 234 x 156 x 21 mm |
Von/Mit: | Emmanuel Paradis |
Erscheinungsdatum: | 13.06.2022 |
Gewicht: | 0,6 kg |