This completed downloadable of Introduction to Statistics and Data Analysis With Exercises Solutions and Applications in R 1st Edition Christian Heumann
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Product details:
- ISBN 10: 3031118332
- ISBN 13: 9783031118333
- Author: Christian Heumann
Now in its second edition, this introductory statistics textbook conveys the essential concepts and tools needed to develop and nurture statistical thinking. It presents descriptive, inductive and explorative statistical methods and guides the reader through the process of quantitative data analysis. This revised and extended edition features new chapters on logistic regression, simple random sampling, including bootstrapping, and causal inference. The text is primarily intended for undergraduate students in disciplines such as business administration, the social sciences, medicine, politics, and macroeconomics. It features a wealth of examples, exercises and solutions with computer code in the statistical programming language R, as well as supplementary material that will enable the reader to quickly adapt the methods to their own applications.
Table of contents:
Part I. Descriptive Statistics
1. Introduction and Framework
2. Frequency Measures and Graphical Representation of Data
3. Measures of Central Tendency and Dispersion
4. Association of Two Variables
Part II. Probability Calculus
5. Combinatorics
6. Elements of Probability Theory
7. Random Variables
8. Probability Distributions
Part III. Inductive Statistics
9. Inference
10. Hypothesis Testing
11. Linear Regression
12. Logistic Regression
Part IV. Additional Topics
13. Simple Random Sampling and Bootstrapping
14. Causality
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