Angular application with leaflet.js for visualization of private route data from de4l-private-routes-backend. Application communicate via REST with backend, so another backend could also provide data.

Spring Boot Backend for Private Routes Application

This repository serves REST endpoints to access multiple privacy algorithms.

Transforming data from all possible directions

A Julia implementation of Constructivist Machine Learning (conML)

Library for working with points and routes based on geographic coordinates. Provides convenience methods for importing and preprocessing de4l (https://de4l.io) specific datasets.

A static web site with CI implementation.

This package enables to create a custom grid to analyze the distribution of geographical routes in an area.

Privacy algorithm for geolocation

This algorithm adds noise onto a geographical point to guarantee geo-indistinguishability based on differential privacy defined by the privacy budget epsilon.

Algorithm to detect places of interest (POI) in trajectories, according to Primault, V. (2018) Practically Preserving and Evaluating Location Privacy.

Privacy algorithm for geolocation

This algorithm is also known as "speed smoothing LPPM". It protects Points Of Interest (POI) via alpha parameter.