# regression-algorithm

**Repository Path**: xjy1233/regression-algorithm

## Basic Information

- **Project Name**: regression-algorithm
- **Description**: Python  Regression Algorithms
- **Primary Language**: Python
- **License**: Not specified
- **Default Branch**: master
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 1
- **Created**: 2021-11-06
- **Last Updated**: 2021-11-06

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

regression-algorithm
====================
Including some experimental code for the LOWESS, Liner, and Polynomial Regression algorithm. 


Demo
----

#### 1. LOWESS
![LOWESS](./test/imgs/lowess.png?raw=true "LOWESS")

#### 2. Liner Regression
![Liner Regression](./test/imgs/liner.png?raw=true "Liner Regression")

#### 3. Polynomial Regression
![Polynomial Regression](./test/imgs/poly.png?raw=true "Polynomial Regression")

#### 4. Exponentially-Weighted Moving Average 
![Exponentially-Weighted Moving Average with Window](./test/imgs/emwa_window.png?raw=true "Exponentially-Weighted Moving Average with Window")
![Holt Winters EWMA](./test/imgs/holt_winters_average.png?raw=true "Holt Winters EWMA")

Dependency
----------
It's based on SciPy

#### 1. Ubuntu
```shell
sudo apt-get install python-numpy python-scipy python-matplotlib ipython ipython-notebook python-pandas python-sympy python-nose
```
#### 2. Redhat/CentOS
```shell
sudo yum install numpy scipy python-matplotlib ipython python-pandas sympy python-nose
```

#### 3. Windows/Mac
The easiest way to install the packages of the SciPy stack is to download one of these Python distributions, which includes all the key packages:

* [Anaconda](http://continuum.io/downloads.html): A free distribution for the SciPy stack. Supports Linux, Windows and Mac.
* [Enthought Canopy](http://www.enthought.com/products/canopy/): The free and commercial versions include the core SciPy stack packages. Supports Linux, Windows and Mac.
* [Python(x,y)](http://code.google.com/p/pythonxy/): A free distribution including the SciPy stack, based around the Spyder IDE. Windows only.
* [WinPython](http://code.google.com/p/winpython/): A free distribution including the SciPy stack. Windows only.
* [Pyzo](http://www.pyzo.org/): A free distribution based on Python 3 (see Note on Python 3) with the IEP editor. Supports Linux and Windows.
* [Algorete Loopy](http://algorete.org/): A free, community oriented distribution for the SciPy stack maintained by researches at Dartmouth College. Loopy supports both Python 2 and 3 on Linux, Windows and Mac OSX. The distribution is derived from Anaconda with additional packages (e.g. Space Physics, BioInformatics).