Skip to content

dulajra/deng-ai

Folders and files

NameName
Last commit message
Last commit date

Latest commit

250f999 · Jun 18, 2017

History

19 Commits
Jun 18, 2017
Apr 26, 2017
Jun 18, 2017
Jun 18, 2017
Jun 18, 2017
Jun 18, 2017
Jun 18, 2017
Jun 3, 2017
Jun 18, 2017
Jun 18, 2017

Repository files navigation

deng-ai

This repository contains the data minning and predicion codes used for DengAI: Predicting Disease Spread competition

Group name is DVios-UOMCSE13

Python modules used

  • pandas
  • statsmodels

Data Preprocessing Approaches

  • Filling the missing values with latest value, attribute mean, class mean
  • Linear interpolation

Prediction

  • Negative Binomial
  • Random fores

Other Approaches

  • Use 2 separate models for 2 cities with 4 features with the highest coorelation.

  • First the 2/3 of the data set as used for model building and 1/3 for model testing. Using the complete set of data for model building improved the accuracy

  • Updating the model again using the best set of predicted values imporved the accuracy

  • Reducing the features to top 3 incresed the accuracy of predicted data.

  • Time shifting the data

About

No description, website, or topics provided.

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages