Statistics Reference
I: Descriptive Statistics
II: Inferential Statistics
II.I: General Topics
II.II: Models And Methods
III: Computational Statistics
About
Part I: Descriptive Statistics
1
Overview
Part I.I: Graphs And Visualization
2
Overview
3
What Graph Should I Use?
4
Common Graphs (A to N)
4.1
Area Chart
4.1.1
Overview and Summary
4.1.2
Common Applications
4.1.3
Interpretation
4.1.4
Doing It In R
4.1.5
Sources and Useful Links
4.2
Bar Chart
4.2.1
Overview and Summary
4.2.2
Common Applications
4.2.3
Interpretation
4.2.4
Doing It In R
4.2.5
Sources and Useful Links
4.3
Bubble Chart
4.3.1
Overview and Summary
4.3.2
Common Applications
4.3.3
Interpretation
4.3.4
Doing It In R
4.3.5
Sources and Useful Links
5
Common Graphs (O to Z)
5.1
Pie Chart
5.1.1
Overview and Summary
5.1.2
Common Applications
5.1.3
Interpretation
5.1.4
Doing It In R
5.1.5
Sources and Useful Links
Part I.II: Common Statistics
6
Overview
Part I.III: Distributions
7
Overview
Part II: Inferential Statistics
8
Overview
Part II.I: General Topics
9
Overview
Part II.II: Models and Methods
10
Overview
Part II.II.I: Point Inference
11
Overview
12
Mean Inference
12.1
Normal-Univariate-Frequentist-Known-Variance
12.1.1
Overview and Summary
12.1.2
Point Estimation
12.1.3
Confidence Interval
12.1.4
Hypothesis Testing
12.1.5
Suggested Steps
12.1.6
Doing It In R
12.1.7
Sources and Useful Links
12.2
Normal-Univariate-Frequentist-Unknown-Variance
12.2.1
Overview and Summary
12.2.2
Point Estimation
12.2.3
Confidence Interval
12.2.4
Hypothesis Testing
12.2.5
Suggested Steps
12.2.6
Doing It In R
12.2.7
Sources and Useful Links
12.3
General-Univariate-Frequentist
12.3.1
Overview and Summary
12.3.2
Point Estimation
12.3.3
Confidence Interval
12.3.4
Hypothesis Testing
12.3.5
Suggested Steps
12.3.6
Doing It In R
12.3.7
Sources and Useful Links
13
Mean Difference Inference
13.1
Normal-Two-Population-Frequentist-Independent-Equal-Variance
13.1.1
Overview and Summary
13.1.2
Point Estimation
13.1.3
Confidence Interval
13.1.4
Hypothesis Testing
13.1.5
Suggested Steps
13.1.6
Sources and Useful Links
Part II.II.I: Statistical Tests
14
Overview
Part III: Computational Statistics
15
Overview
Copyright And Usage
Statistics: A Reference
6
Overview
Topics to be covered here include:
Data Processing, Feature Engineering
Performance Evaluation, Model Comparison, Feature Selection, Regularization