Fundamentals of Linear Regression / 線形回帰の基礎

Understanding the Fundamentals of Linear Regression / 統計モデリングの教科書: 線形回帰モデル

Understanding the Fundamentals of Linear Regression / 統計モデリングの教科書: 線形回帰モデル

(Both English and Japanese available!)
Linear regression is the simplest and the most frequently used technique by front-line data analysts but it is not straightforward to make the most of the method without having a good interpretation of the output of the model.
This content will help fill the gap and you will be able to apply this simplest model to problems before jumping on unnecessarily complecated techniques.
The story in the scripts unfolds in a manner of dialogue between two characters: (A) Beginner and (B) Expert denoted by A and B respectively.

線形回帰は現場のデータ解析者に最も用いられる、一番シンプルなモデルですが、そのモデルを最大限活用するのは結果の正しい解釈ができなければ簡単では有りません。 このコンテンツはそのギャップを埋める助けになり、不必要に複雑なテクニックに飛びつく前に、この最もシンプルなモデルを問題に適用することができるようになります。スクリプトのストーリーは、2人の登場人物、（A）初心者（B）専門家の対話形式で展開され、利用者の理解を促します。

Quick view into the scripts

• LinearRegression_Part1.md
• LinearRegression_Part2.md
• LinearRegression_Part3.md

MATLAB Online で実行するには をクリック

Setup

1. Open the project file "FundamentalsOfLinearRegression.prj" by double-clicking it
2. Open the main scripts from the shortcut menu: (1) - (3)

MathWorks Products (https://www.mathworks.com)

Requires MATLAB release R2022a or later

• MATLAB®
• Statistics and Machine Learning Toolbox™
• Econometric Toolbox™
• (want) Curve Fitting Toolbox™

3rd Party Products:

3p: Nothing

Getting Started

The following information may help get started:

• Linear Regression
• Linear Regression
• Interpret Linear Regression Results
• Wilkinson Notation
• Time Series Regression I: Linear Models

License

The license is available in the License file within this repository

Community Support

MATLAB Central

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