(eBook PDF) Biostatistics with R An Introduction to Statistics Through Biological Data – Digital Ebook – Instant Delivery Download
product details:
- ISBN-10 : 146141301X
- ISBN-13 : 978-1461413011
- Author: Babak Shahbaba
Biostatistics with R is designed around the dynamic interplay among statistical methods, their applications in biology, and their implementation. The book explains basic statistical concepts with a simple yet rigorous language.
table of contents:
1 – Basic Statistical Terms, Sample Statistics
2 – Testing Hypotheses, Goodness-of-Fit Test
3 – Contingency Tables
4 – Normal Distribution
5 – Student’s t Distribution
6 – Comparing Two Samples
7 – Non-parametric Methods for Two Samples
8 – One-Way Analysis of Variance (ANOVA) and Kruskal–Wallis Test
9 – Two-Way Analysis of Variance
10 – Data Transformations for Analysis of Variance
11 – Hierarchical ANOVA, Split-Plot ANOVA, Repeated Measurements
12 – Simple Linear Regression: Dependency Between Two Quantitative Variables
13 – Correlation: Relationship Between Two Quantitative Variables
14 – Multiple Regression and General Linear Models
15 – Generalised Linear Models
16 – Regression Models for Non-linear Relationships
17 – Structural Equation Models
18 – Discrete Distributions and Spatial Point Patterns
19 – Survival Analysis
20 – Classification and Regression Trees
21 – Classification
22 – Ordination