17 citations · 23 across the 4 of their papers we have counts for
5 papers
Towards Safe Mechanical Ventilation Treatment Using Deep Offline Reinforcement Learning
Flemming Kondrup, Thomas Jiralerspong, Elaine Lau +5
Mechanical ventilation is a key form of life support for patients with pulmonary impairment. Healthcare workers are required to continuously adjust ventilator settings for each pat…
Scikit-network: Graph Analysis in Python
Thomas Bonald, Nathan de Lara, Quentin Lutz +1
Scikit-network is a Python package inspired by scikit-learn for the analysis of large graphs. Graphs are represented by their adjacency matrix in the sparse CSR format of SciPy. Th…
A Consistent Diffusion-Based Algorithm for Semi-Supervised Classification on Graphs
Nathan de Lara, Thomas Bonald
Semi-supervised classification on graphs aims at assigning labels to all nodes of a graph based on the labels known for a few nodes, called the seeds. The most popular algorithm re…
Variational Recurrent Neural Networks for Graph Classification
Edouard Pineau, Nathan de Lara
We address the problem of graph classification based only on structural information. Inspired by natural language processing techniques (NLP), our model sequentially embeds informa…
A Simple Baseline Algorithm for Graph Classification
Nathan de Lara, Edouard Pineau
Graph classification has recently received a lot of attention from various fields of machine learning e.g. kernel methods, sequential modeling or graph embedding. All these approac…