FIBLAB / MoveSim

Codes for paper in KDD 2020 (AI for COVID-19): Learning to Simulate Human Mobility

MoveSim

Codes for paper in KDD'20 (AI for COVID-19): Learning to Simulate Human Mobility

Datasets

• GeoLife: This GPS trajectory dataset was collected by the MSRA GeoLife project with 182 users in a period of over five years.
  • Link: https://www.microsoft.com/en-us/download/details.aspx?id=52367&from=https%3A%2F%2Fresearch.microsoft.com%2Fen-us%2Fdownloads%2Fb16d359d-d164-469e-9fd4-daa38f2b2e13%2F

Requirements

• Python 3.6
• PyTorch >= 1.0
• Numpy
• Scipy

Usage

Pretrain and train new model:

python main.py --pretrain --data=geolife

Evaluation with generated data:

python evaluation.py