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Books and Theses
- 2022
[b1]Elie Azeraf:
Classification avec des modèles probabilistes génératifs et des réseaux de neurones. Applications au traitement des langues naturelles. (Classification with generative probabilistic models and neural networks. Applications to natural language processing). Polytechnic Institute of Paris, Palaiseau, France, 2022
Journal Articles
- 2023
- [j1]Elie Azeraf, Emmanuel Monfrini, Wojciech Pieczynski:
Equivalence between LC-CRF and HMM, and Discriminative Computing of HMM-Based MPM and MAP. Algorithms 16(3): 173 (2023)
Conference and Workshop Papers
- 2022
- [c5]Elie Azeraf, Emmanuel Monfrini, Wojciech Pieczynski:
On Equivalence between Linear-chain Conditional Random Fields and Hidden Markov Chains. ICAART (3) 2022: 725-728 - [c4]Elie Azeraf, Emmanuel Monfrini, Wojciech Pieczynski:
Improving Usual Naive Bayes Classifier Performances with Neural Naive Bayes based Models. ICPRAM 2022: 315-322 - 2021
- [c3]Elie Azeraf
, Emmanuel Monfrini, Emmanuel Vignon, Wojciech Pieczynski:
Highly Fast Text Segmentation With Pairwise Markov Chains. CIST 2021: 361-366 - [c2]Elie Azeraf, Emmanuel Monfrini, Emmanuel Vignon, Wojciech Pieczynski:
Introducing the Hidden Neural Markov Chain Framework. ICAART (2) 2021: 1013-1020 - [c1]Elie Azeraf, Emmanuel Monfrini, Wojciech Pieczynski:
Using the Naive Bayes as a discriminative model. ICMLC 2021: 106-110
Informal and Other Publications
- 2023
- [i8]Elie Azeraf, Emmanuel Monfrini, Wojciech Pieczynski:
Linear chain conditional random fields, hidden Markov models, and related classifiers. CoRR abs/2301.01293 (2023) - 2022
- [i7]Elie Azeraf, Emmanuel Monfrini, Wojciech Pieczynski:
Deriving discriminative classifiers from generative models. CoRR abs/2201.00844 (2022) - 2021
- [i6]Elie Azeraf, Emmanuel Monfrini, Emmanuel Vignon, Wojciech Pieczynski:
Highly Fast Text Segmentation With Pairwise Markov Chains. CoRR abs/2102.11037 (2021) - [i5]Elie Azeraf, Emmanuel Monfrini, Emmanuel Vignon, Wojciech Pieczynski:
Introducing the Hidden Neural Markov Chain framework. CoRR abs/2102.11038 (2021) - [i4]Elie Azeraf, Emmanuel Monfrini, Wojciech Pieczynski:
Improving usual Naive Bayes classifier performances with Neural Naive Bayes based models. CoRR abs/2111.07307 (2021) - [i3]Elie Azeraf, Emmanuel Monfrini, Wojciech Pieczynski:
On equivalence between linear-chain conditional random fields and hidden Markov chains. CoRR abs/2111.07376 (2021) - 2020
- [i2]Elie Azeraf, Emmanuel Monfrini, Emmanuel Vignon, Wojciech Pieczynski:
Hidden Markov Chains, Entropic Forward-Backward, and Part-Of-Speech Tagging. CoRR abs/2005.10629 (2020) - [i1]Elie Azeraf, Emmanuel Monfrini, Wojciech Pieczynski:
Using the Naive Bayes as a discriminative classifier. CoRR abs/2012.13572 (2020)
Coauthor Index
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