1 code implementation • 31 Jan 2024 • Florian Le Bronnec, Song Duong, Mathieu Ravaut, Alexandre Allauzen, Nancy F. Chen, Vincent Guigue, Alberto Lumbreras, Laure Soulier, Patrick Gallinari
State-space models are a low-complexity alternative to transformers for encoding long sequences and capturing long-term dependencies.
1 code implementation • 22 Feb 2023 • Song Duong, Alberto Lumbreras, Mike Gartrell, Patrick Gallinari
Our model is designed to handle the tasks of D2T and T2D jointly.
no code implementations • 18 Dec 2018 • Alberto Lumbreras, Julien Velcin, Marie Guégan, Bertrand Jouve
We present a dual-view mixture model to cluster users based on their features and latent behavioral functions.
1 code implementation • 17 Dec 2018 • Alberto Lumbreras, Louis Filstroff, Cédric Févotte
In some cases, the analysis of binary matrices can be tackled with nonnegative matrix factorization (NMF), where the observed data matrix is approximated by the product of two smaller nonnegative matrices.
no code implementations • ICML 2018 • Louis Filstroff, Alberto Lumbreras, Cédric Févotte
We present novel understandings of the Gamma-Poisson (GaP) model, a probabilistic matrix factorization model for count data.