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Linear Regression and Correlation

The primary focus of this course is to explain the concepts of Linear Regression and Correlation. The course discusses the Simple Linear Regression Model which includes a description of the Regression Model and Regression Equation. This course examines the Coefficient of Determination, Correlation Coefficient, and Scatterplots. It elaborates on the concept of regression such as Model Assumptions, Using the Estimated Regression Equation for Estimation and Prediction, Interval Estimation, Confidence Interval for the Mean Value of y, and Prediction Interval for an Individual Value of y. This course also deals with the understanding of Residual Analysis, Outliers, and Influential Observations.

9 topics

160 lectures

Educators

Course Curriculum

Data and Stats
11 videos
Picturing Variations With Graphs
21 videos
Numerical Summaries
22 videos
Linear Regression and Correlation
19 videos
Probability Topics
22 videos
Normal, Binomial, and Geometric Models
20 videos
Sampling Distributions
11 videos
Confidence Intervals
17 videos
Hypothesis Testing with One Sample
17 videos

Linear Regression and Correlation Lectures

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Linear Regression and Correlation

Intro

Ashley Boni
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Linear Regression and Correlation

Scatterplots A

Ashley Boni
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Linear Regression and Correlation

Scatterplots B

Ashley Boni
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Linear Regression and Correlation

Scatterplots C

Ashley Boni
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Linear Regression and Correlation

Scatterplots D

Ashley Boni
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Linear Regression and Correlation

Scatterplots - Example 1

Ashley Boni
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Linear Regression and Correlation

Scatterplots - Example 2

Ashley Boni
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Linear Regression and Correlation

Scatterplots - Example 3

Ashley Boni
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Linear Regression and Correlation

Correlation A

Ashley Boni
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Linear Regression and Correlation

Correlation B

Ashley Boni
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Linear Regression and Correlation

Correlation - Example 1

Ashley Boni
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Linear Regression and Correlation

Correlation - Example 2

Ashley Boni
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Linear Regression and Correlation

Correlation - Example 3

Ashley Boni
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Linear Regression and Correlation

Linear Regression A

Ashley Boni
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Linear Regression and Correlation

Linear Regression B

Ashley Boni
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Linear Regression and Correlation

Linear Regression - Example 1

Ashley Boni
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Linear Regression and Correlation

Linear Regression - Example 2

Ashley Boni
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Linear Regression and Correlation

Linear Regression - Example 3

Ashley Boni
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Linear Regression and Correlation

Linear Regression - Example 4

Ashley Boni

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