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Statistical Bioinformatics with R

Autor Sunil K. Mathur
en Limba Engleză Paperback – aug 2026
Statistical Bioinformatics with R, Second Edition offers a balanced treatment of statistical theory within the context of bioinformatics applications. The book goes beyond gene expression and sequence analysis to include a careful integration of statistical theory in bioinformatics. The inclusion of R codes, along with the development of advanced methodologies such as Bayesian and Markov models, equips students with a solid foundation for conducting bioinformatics research. Sections incorporate the latest advancements in bioinformatics and statistical methodologies, including new chapters on cutting-edge topics such as high-throughput sequencing data analysis, AI/machine learning applications in bioinformatics, and advanced statistical methods.

From new and updated practical examples and case studies that illustrate real-world applications of statistical techniques to bioinformatic problems, to enhanced end-of-chapter exercises, detailed code annotations, and an improved companion website with supplementary materials, including datasets and R scripts, this book is a valuable resource for both self-study and formal coursework, fostering a deeper understanding of statistical bioinformatics and equipping readers with the skills needed to tackle complex biological data analysis challenges.

  • Integrates biological, statistical, and computational concepts
  • Provides coverage of complex statistical methods in context with applications in bioinformatics for advanced technological data
  • Presents exercises and examples, including R codes, to aid teaching and learning
  • Covers Bayesian methods and modern testing principles in one convenient book
  • Includes PowerPoint lectures for student and instructor use, as well as an Instructors Manual
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Specificații

ISBN-13: 9780443404375
ISBN-10: 0443404372
Pagini: 350
Dimensiuni: 191 x 235 mm
Ediția:2
Editura: ELSEVIER SCIENCE

Cuprins

1. Introduction
2. Fundamentals of Molecular Biology
3. Exploratory Data Analysis
4. Statistical Methods for Bioinformatics
5. Bayesian Methods in Bioinformatics
6. AI/Machine Learning in Bioinformatics
7. Sequence Analysis
8. Genomic Data Analysis
9. Transcriptomics Data Analysis
10. Transcriptomics Data Analysis
11. Metabolomics