HD_HAR

HD_HAR: Human activity recognition using Hyperdimensional Computing

Instructions

Dataset

• https://www.dropbox.com/s/blxblngsl45vkh6/ucihar.pkl?dl=0

Background

• https://archive.ics.uci.edu/ml/datasets/Human+Activity+Recognition+Using+Smartphones

Installing prerequisites.

• pip install -r requirement.txt

Run the application.

• python HDC_model.py --app_ ucihar --iter_ 20 --dimension_ 10000

• Different hyperparameters

  • 1.app_: Training and testing dataset
  • 2.iter_: Number of epochs for retraining
  • 3.dimension_: Dimension of hyper-vector using in HDC model