Follow
An-phi Nguyen
An-phi Nguyen
AI Lead @ Biognosys
Verified email at biognosys.com
Title
Cited by
Cited by
Year
On quantitative aspects of model interpretability
A Nguyen, MR Martínez
arXiv preprint arXiv:2007.07584, 2020
1012020
Mononet: towards interpretable models by learning monotonic features
A Nguyen, MR Martínez
arXiv preprint arXiv:1909.13611, 2019
192019
Patient risk assessment and warning symptom detection using deep attention-based neural networks
I Girardi, P Ji, A Nguyen, N Hollenstein, A Ivankay, L Kuhn, C Marchiori, ...
arXiv preprint arXiv:1809.10804, 2018
162018
Pan-cancer analysis of somatic mutations and epigenetic alterations in insulated neighbourhood boundaries
P Pinoli, E Stamoulakatou, AP Nguyen, M Rodríguez Martínez, S Ceri
PLoS One 15 (1), e0227180, 2020
112020
MonoNet: enhancing interpretability in neural networks via monotonic features
AP Nguyen, DL Moreno, N Le-Bel, M Rodríguez Martínez
Bioinformatics Advances 3 (1), vbad016, 2023
92023
edgnn: a simple and powerful GNN for directed labeled graphs
G Jaume, A Nguyen, MR Martínez, JP Thiran, M Gabrani
arXiv preprint arXiv:1904.08745, 2019
82019
DECODE: a computational pipeline to discover T cell receptor binding rules
I Papadopoulou, AP Nguyen, A Weber, MR Martínez
Bioinformatics 38 (Supplement_1), i246-i254, 2022
62022
Concept discovery and dataset exploration with singular value decomposition
M Graziani, A Nguyen, L O’Mahony, H Müller, V Andrearczyk
ICLR 2023 Workshop on Pitfalls of limited data and computation for …, 2023
32023
Learning invariances for interpretability using supervised VAE
A Nguyen, MR Martínez
arXiv preprint arXiv:2007.07591, 2020
22020
Single-cell map of childhood acute myeloid leukaemia using variational auto-encoders
A Driessen, S Unger, A Nguyen, S Kreutmair, C Alberti, A Sethi, R Aplenc, ...
Blood 140 (Supplement 1), 2265-2266, 2022
12022
It's FLAN time! Summing feature-wise latent representations for interpretability
A Nguyen, MR Martínez
arXiv preprint arXiv:2106.10086, 2021
12021
Identifying the Potential Mechanism of Action of SNPs Associated With Breast Cancer Susceptibility With GVITamIN
A Nguyen, P Nicoletti, D Arnol, A Califano, M Rodriguez Martinez
Frontiers in bioengineering and biotechnology 8, 798, 2020
12020
Detecting Blasts with Single Cell Resolution in Acute Myeloid Leukaemia using an Auto-Encoder
A Driessen, S Unger, AP Nguyen, B Becher, MR Martinez
Conference on Intelligent Systems for Molecular Biology, 2023
2023
Uncovering Unique Concept Vectors through Latent Space Decomposition
M Graziani, LO Mahony, AP Nguyen, H Müller, V Andrearczyk
arXiv preprint arXiv:2307.06913, 2023
2023
FLAN: feature-wise latent additive neural models for biological applications
AP Nguyen, S Vasilaki, MR Martínez
Briefings in Bioinformatics 24 (3), bbad056, 2023
2023
Learning a single-cell map of Acute Myeloid Leukaemia with auto-encoders
A Driessen, S Unger, AP Nguyen, M Rapsomaniki, B Becher, ...
Conference on Intelligent Systems for Molecular Biology, 2022
2022
Interpretable Machine Learning: Definitions, methods and applications to computational biology
A Nguyen
ETH Zurich, 2022
2022
The system can't perform the operation now. Try again later.
Articles 1–17