logit.py script to estimate the logit type model

mixedlogit.py script to estimate the mixed logit type model

network.py core functionality

optimizers.py gradient descent optimizers

compile.py script for generating the dataset

main.py main script for estimating the CRBM model

utility.py various mathematical functions and tools

purpose = { 0: [null], 1: work, 2: education, 3: home, 4: errand, 5: health, 6: leisure, 7: shopping, 8: meals, 9: meeting }

mode = { 1: CYCLING, 2: DRIVING, 3: DRIVING + TRANSIT, 4: TRANSIT, 5: WALK, 6: OTHER }

The dataset is a small sample from the Mtl Trajet 2016 dataset

run python3 main.py script to start the estimation to reproduce the results of the CRBM model

Python 3.5+ (with pip3), Numpy, Pandas, Theano

A requirements.txt file is provided to install the required library packages through pip

• clone or download the git project repository, and in the project folder run the following to install the reuqirements

The following system packages are required to be installed

apt-get install python3 python3-dev pip3
python3 --version
>>> Python 3.X.X

Install requirements with pip with --user option

cd project-root-folder/
pip3 install --user -r requirements.txt

The above command also installs the latest Theano from github.com/Theano/Theano

Two options:

• Install Python directly (instructions)
• By Anaconda (instructions)

verify Python is installed correctly:

Open cmd and run:

C:\>python
> Python 3.X.X. ...

Install project requirements

cd project-root-folder/
pip install -r requirements.txt

0.1 Initial version

Melvin Wong (Github)

This project is licensed under the MIT - see LICENSE for details