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Context 📚

This package comes with my Master Thesis in Business Analytics orientation of the Master in Management at HEC Lausanne.
I obtained the grade of 6/6.
The slides of the presentation are available here.

Objectives of the package 🎯

  1. Automate the forecasting process of time series
    --> Based on historical sales data, forecasts are computed automatically.
  2. Ensure a reproducible methodology.
    --> The library provides a variety of easily usable functions
  3. Present the results visually and interactively
    --> This package comes with a Shiny App

The methodology includes:

  • An outlier detection algorithm.
  • Predictive models:
    • Time-Series: ARIMA, STLF, ETS
    • Machine Learning: Neural-Networks

Downloading the package 💿

The package can be downloaded using the following functions:

if (!require("devtools"))
  install.packages("devtools")
  
devtools::install_github("Upsylon/predictor") # install the package
library(predictor) # load the package

Utilisation 💻

The package is composed of different functions. Their objectives and utilisation is detailed in their description.

About

Master Thesis Package - Shiny App: https://upsy.shinyapps.io/Predictor/

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