An Introduction to Designing Methods for Phylogeny Estimation
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- Author: Tandy Warnow, University of Illinois, Urbana-Champaign
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A comprehensive account of both basic and advanced material in phylogeny estimation, focusing on computational and statistical issues. No background in biology or computer science is assumed, and there is minimal use of mathematical formulas, meaning that students from many disciplines, including biology, computer science, statistics, and applied mathematics, will find the text accessible. The mathematical and statistical foundations of phylogeny estimation are presented rigorously, following which more advanced material is covered. This includes substantial chapters on multi-locus phylogeny estimation, supertree methods, multiple sequence alignment techniques, and designing methods for large-scale phylogeny estimation. The author provides key analytical techniques to prove theoretical properties about methods, as well as addressing performance in practice for methods for estimating trees. Research problems requiring novel computational methods are also presented, so that graduate students and researchers from varying disciplines will be able to enter the broad and exciting field of computational phylogenetics.Read more
- Offers a comprehensive introduction to the mathematical, statistical, and computational foundations of the broad topic of phylogenetics that is accessible to readers without graduate training
- Includes substantial advanced material about current research in phylogeny estimation
- Contains comprehensive coverage of multiple sequence alignment
- Provides key analytical techniques to prove theoretical properties about methods
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- Date Published: October 2017
- format: Adobe eBook Reader
- isbn: 9781316886922
- contains: 58 b/w illus. 8 colour illus. 11 tables 250 exercises
- availability: This ISBN is for an eBook version which is distributed on our behalf by a third party.
Table of Contents
Part I. Basic Techniques:
1. Brief introduction to phylogenetic estimation
3. Constructing trees from true subtrees
4. Constructing trees from qualitative characters
5. Distance-based tree estimation methods
6. Consensus and agreement trees
Part II. Molecular Phylogenetics:
8. Statistical gene tree estimation methods
9. Multiple sequence alignment
10. Phylogenomics: constructing species phylogenies from multi-locus data
11. Designing methods for large-scale phylogeny estimation
Appendix A. Primer on biological data and evolution
Appendix B. Algorithm design and analysis
Appendix C. Guidelines for writing papers about computational methods
Appendix D. Projects
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