Thomas Bonald 
I am a Professor at Telecom
Paris, Institut
Polytechnique de Paris, head of the DIG (Data, Intelligence and
Graphs) team of LTCI.
I work on data analysis and machine learning, especially on graphs,
knowledge bases and natural language processing.
We develop the Python packages scikit-network for graph analysis and
TorchKGE for knowledge
graph embedding.
Publications
Available on HaL
Some recent papers:
- S. Delarue, T. Bonald,
Sparse Graph Neural Networks with Scikit-network, Complex Networks 2023
- T. Bonald, N. de Lara, A Consistent Diffusion-Based Algorithm for Semi-Supervised Graph Learning, Complex Networks 2023
- P. Dhapola et. al.,
Scarf: A toolkit for memory efficient analysis of large-scale
single-cell genomics data,
Nature communications 2022
-
A.Boschin, T. Bonald, Enriching Wikidata with Semantified Wikipedia Hyperlinks, Wikidata Workshop, ISWC 2021
-
D. Lazarenko, T. Bonald, Pairwise Adjusted Mutual
Information, preprint 2021
-
T. Bonald, N. de Lara, Q. Lutz, B. Charpentier, Scikit-network: Graph Analysis in Python, JMLR 2020
-
N. de Lara, T. Bonald, Spectral
Embedding of Regularized Block Models, ICLR 2020
-
B. Charpentier, T. Bonald, Tree Sampling
Divergence: An Information-Theoretic Metric for Hierarchical Graph
Clustering, IJCAI 2019
- T. Bonald, B. Charpentier, A. Galland, A. Hollocou,
Hierarchical Graph
Clustering using Node Pair Sampling, KDD Workshop, 2018
Software
Python packages:
Datasets
Some graphs
extracted from WikiData,
YAGO
and other public data sources.
List of the 10,000 vital articles of
Wikipedia, with their respective categories.
Teaching
- Probability
- Statistics
- Graph mining
- Reinforcement learning
- Machine learning in high dimension
Some lecture notes:
PhD students
- Yiwen Peng
- Simon Delarue
- Rajaa El Hamdani
Former PhD students
- Armand Boschin
- Léo Laugier
- Quentin Lutz
- Edouard Pineau
- Nathan De Lara
- Mauro Sardara
- Céline Comte
[Telecom Paris award]
- Alexandre Hollocou
- Yu-Ting Lin
- Leonce Mekinda
- Nivine Abbas
- Nihel Benzaoui
- Ahlem Khlass
- Antonino Famulari
- Raluca-Maria Indre
- Mathieu Feuillet [Gilles Kahn award]
- Ali Ibrahim
- Minh-Anh Tran
- Matthieu Jonckheere
Former Master interns
- Denys Lazarenko
- Bertrand Charpentier
- Achille Salaun
- Michel Blancard
- Guillaume Barraquand
- Emmmanuel Charon
Contact
Thomas Bonald
Télécom Paris
19 place Marguerite Perey
91120 Palaiseau
France
