Forecasting Patient Visits Volume for Management of Healthcare

Forecasting Patient Visits Volume using Multivariate Time Series Forecasting Model Approaches

How to Usage

Please, connect with Google Colab or Jupyter Notebook with provided Dataset

1. Forecasting Patient Visits Volume using Multivariate ARIMA

Dataset: Patient Visits

List of Code:

1. Exploration Data Analysis including Patient Visits, Type of Test, Trend, etc.
2. Forecasting Depend on the Highest Patient Visit in Type of Test
3. Future Prediction and Comparison
4. Evaluation Metrics

2. Forecasting Patient Visits Volume using Multivariate VAR

Dataset: Patient Visits

List Code:

1. Exploration Data Analysis including Patient Visits, Type of Test, Trend, etc.
2. Forecasting Depend on the Highest Patient Visit in Type of Test
3. Future Prediction and Comparison
4. Evaluation Metrics

3. Forecasting Patient Visits Volume using Multivariate Prophet

Dataset: Patient Visits

List Code:

1. Exploration Data Analysis including Patient Visits, Type of Test, Trend, etc.
2. Forecasting Depend on the Highest Patient Visit in Type of Test
3. Future Prediction and Comparison
4. Evaluation Metrics

4. Forecasting Patient Visits Volume using Multivariate LSTM

Dataset: Patient Visits

List Code:

1. Exploration Data Analysis including Patient Visits, Type of Test, Trend, etc.
2. Forecasting Depend on the Highest Patient Visit in Type of Test
3. Future Prediction and Comparison
4. Evaluation Metrics

5. Multi-step Time Series Forecasting Using Multivariate LSTM

Dataset: Patient Visits

List Code:

1. Exploration Data on Total Patient Visits Volume on Type of Test, Correlation Heatmap, etc.
2. Prediction Section Depent on Highest Patient Visits on Type of Test
3. Prediction over next 30, 60, 90 days
4. Evaluation Metrics

Evaluation Metrics

This file provided in Excel Format

Credit

This repository dedicated to research experiment on data science related Healthcare Management System and Pandemic Affection

Proposed Paper

Multi-step of Mutivariate Time Series Forecasting for Decision Allocation Management of Healthcare based on Laboratory's Hospital Cases