Search Results - "de Lara, Nathan"

A Consistent Diffusion-Based Algorithm for Semi-Supervised Graph Learning by Bonald, Thomas, de Lara, Nathan

“…Complex Networks, 2023, Menton, France The task of semi-supervised classification aims at assigning labels to all nodes of a graph based on the labels known…”
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A Consistent Diffusion-Based Algorithm for Semi-Supervised Classification on Graphs by de Lara, Nathan, Bonald, Thomas

“…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…”
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Spectral embedding of regularized block models by de Lara, Nathan, Bonald, Thomas

“…ICLR, 2020, Addis Abeba, Ethiopia Spectral embedding is a popular technique for the representation of graph data. Several regularization techniques have been…”
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Variational Recurrent Neural Networks for Graph Classification by Pineau, Edouard, de Lara, Nathan

“…We address the problem of graph classification based only on structural information. Inspired by natural language processing techniques (NLP), our model…”
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A Simple Baseline Algorithm for Graph Classification by de Lara, Nathan, Pineau, Edouard

“…Graph classification has recently received a lot of attention from various fields of machine learning e.g. kernel methods, sequential modeling or graph…”
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Scikit-network: Graph Analysis in Python by Bonald, Thomas, de Lara, Nathan, Lutz, Quentin, Charpentier, Bertrand

“…Journal of Machine Learning Research, Microtome Publishing, In press Scikit-network is a Python package inspired by scikit-learn for the analysis of large…”
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Towards Safe Mechanical Ventilation Treatment Using Deep Offline Reinforcement Learning by Kondrup, Flemming, Jiralerspong, Thomas, Lau, Elaine, de Lara, Nathan, Shkrob, Jacob, Tran, My Duc, Precup, Doina, Basu, Sumana

“…Mechanical ventilation is a key form of life support for patients with pulmonary impairment. Healthcare workers are required to continuously adjust ventilator…”
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