Giter VIP home page Giter VIP logo

r_cs_11's Introduction

R_CS_11

TimeSeries Analysis in R

Case-Study Title: Online retail E-Commerce platform demand prediction (TimeSeries forecasting)

Data Analysis methodology: CRISP-DM

Dataset: American Retail company's Sales Timeseries data from 03/01/2014 to 30/12/2017

Case Goal: Prediction of total monthly revenue in 2017 based-on previous data of the company (sales prediction: cutomers demand prediction) to do annual budget planning

Monthly Total Sales and its Categories line chart CS_11_1

Seasonal plot of Furniture Sales CS_11_2

Polar Seasonal plot of Furniture Sales CS_11_3

Seasonal Subseries plot of Furniture Sales CS_11_4

Auto-correlation plot of Furniture Sales CS_11_5

Partial-Autocorrelation plot of Furniture Sales CS_11_6

Monthly Furniture Sales Trend (Moving-Average 12) CS_11_7

Additive Decomposition of Furniture Sales Timeseries CS_11_8

Multiplicative Decomposition of Furniture Sales Timeseries CS_11_9

STL Decomposition of Furniture Sales Timeseries CS_11_10

Regression Method predictions of next-12 months Furniture Sales CS_11_11

Holt-Winters Method (Exponential Smoothing) prediction residuals of Furniture Sales train data CS_11_12

Holt-Winters Method (Exponential Smoothing) predictions of next-12 months Furniture Sales CS_11_13

ARIMA Method predictions of next-12 months Furniture Sales CS_11_14

r_cs_11's People

Contributors

mamomen1996 avatar

Stargazers

 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.