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Building Statistical Models in Python

You're reading from   Building Statistical Models in Python Develop useful models for regression, classification, time series, and survival analysis

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Product type Paperback
Published in Aug 2023
Publisher Packt
ISBN-13 9781804614280
Length 420 pages
Edition 1st Edition
Languages
Concepts
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Authors (3):
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Huy Hoang Nguyen Huy Hoang Nguyen
Author Profile Icon Huy Hoang Nguyen
Huy Hoang Nguyen
Paul N Adams Paul N Adams
Author Profile Icon Paul N Adams
Paul N Adams
Stuart J Miller Stuart J Miller
Author Profile Icon Stuart J Miller
Stuart J Miller
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Toc

Table of Contents (22) Chapters Close

Preface 1. Part 1:Introduction to Statistics
2. Chapter 1: Sampling and Generalization FREE CHAPTER 3. Chapter 2: Distributions of Data 4. Chapter 3: Hypothesis Testing 5. Chapter 4: Parametric Tests 6. Chapter 5: Non-Parametric Tests 7. Part 2:Regression Models
8. Chapter 6: Simple Linear Regression 9. Chapter 7: Multiple Linear Regression 10. Part 3:Classification Models
11. Chapter 8: Discrete Models 12. Chapter 9: Discriminant Analysis 13. Part 4:Time Series Models
14. Chapter 10: Introduction to Time Series 15. Chapter 11: ARIMA Models 16. Chapter 12: Multivariate Time Series 17. Part 5:Survival Analysis
18. Chapter 13: Time-to-Event Variables – An Introduction 19. Chapter 14: Survival Models 20. Index 21. Other Books You May Enjoy

Permutations

Before jumping into this testing analysis, we will review some basic knowledge of permutations and combinations.

Permutations and combinations

Permutations and combinations are two mathematical techniques for taking a set of objects to create subsets from a population but in two different ways. The order of objects matters in permutations but does not matter in combinations.

In order to understand these concepts easily, we will consider two examples. There are 10 people at an evening party. The organizer of the party wants to give 3 prizes of $1,000, $500, and $200 randomly to 3 people. The question is how many ways are there to distribute the prizes? Another example is that the organizer will give 3 equal prizes of $500 to 3 people out of 10 at the party. The organizer really does not care which prize is given to whom among the 3 selected people. Huy, Paul, and Stuart are our winners in these two examples but, in the first example, different situations may play...

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