Zobrazeno 1 - 10
of 78
pro vyhledávání: '"Robin, Gras"'
Autor:
Ala Alam Falaki, Robin Gras
Publikováno v:
Machine Learning and Knowledge Extraction, Vol 5, Iss 3, Pp 847-867 (2023)
This paper presents a technique to reduce the number of parameters in a transformer-based encoder–decoder architecture by incorporating autoencoders. To discover the optimal compression, we trained different autoencoders on the embedding space (enc
Externí odkaz:
https://doaj.org/article/f0e855c71a194b90bc4823f2223c9a8a
Autor:
Ryan Bluteau, Robin Gras
Publikováno v:
Machine Learning and Knowledge Extraction, Vol 5, Iss 2, Pp 400-417 (2023)
In this paper, we present a new approach to improve tabular datasets by applying the lottery ticket hypothesis to tabular neural networks. Prior approaches were required to train the original large-sized model to find these lottery tickets. In this p
Externí odkaz:
https://doaj.org/article/6102867428874190a98e976efde02a94
Publikováno v:
Machine Learning and Knowledge Extraction, Vol 4, Iss 4, Pp 954-967 (2022)
This paper experiments with well known pruning approaches, iterative and one-shot, and presents a new approach to lottery ticket pruning applied to tabular neural networks based on iterative pruning. Our contribution is a standard model for compariso
Externí odkaz:
https://doaj.org/article/de8d56770a7442ec8d030914072939c0
Autor:
Ala Alam Falaki, Robin Gras
Publikováno v:
2022 21st IEEE International Conference on Machine Learning and Applications (ICMLA).
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::948b3eaf9c384d0e85060527566baaf3
https://doi.org/10.1109/icmla55696.2022.00030
https://doi.org/10.1109/icmla55696.2022.00030
Autor:
Yuanyan Zi, Justin R. Barker, Hugh J. MacIsaac, Ruihan Zhang, Robin Gras, Ying-Chih Chiang, Yuan Zhou, Fangchi Lu, Wenwen Cai, Chunxiao Sun, Xuexiu Chang
Publikováno v:
The Science of the total environment. 857(Pt 2)
Release of toxic cyanobacterial secondary metabolites threatens biosecurity, foodwebs and public health. Microcystis aeruginosa (Ma), the dominant species in global freshwater cyanobacterial blooms, produces exudates (MaE) that cause adverse outcomes
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::015e05a9182fed094590490527f73a60
https://pubmed.ncbi.nlm.nih.gov/36208737
https://pubmed.ncbi.nlm.nih.gov/36208737
Publikováno v:
Ecological Modelling. 475:110191
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::ea595d7cbeb75db46c1adf6a3fe74378
https://doi.org/10.1016/j.ecolmodel.2022.110191
https://doi.org/10.1016/j.ecolmodel.2022.110191
Publikováno v:
PLoS ONE, Vol 10, Iss 9, p e0137838 (2015)
The forces promoting and constraining speciation are often studied in theoretical models because the process is hard to observe, replicate, and manipulate in real organisms. Most models analyzed to date include pre-defined functions influencing fitne
Externí odkaz:
https://doaj.org/article/8b8d46e579bf44df8eb3012c93323e2a
Publikováno v:
Ecological Complexity. 36:126-137
It is not clear from empirical and simulation studies that populations with females who employ sexual selection have any evolutionary advantages over populations where mates are randomly selected. There is an ongoing debate regarding whether speciati
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::001577c6194d1de18d9c22230433c6cf
https://doi.org/10.1016/j.ecocom.2018.08.004
https://doi.org/10.1016/j.ecocom.2018.08.004
Publikováno v:
Journal of Theoretical Biology. 459:52-66
There are three non-mutually-exclusive key strategies evolved by gene pools to cope with fluctuating food resource availability, including evolutionary adaptation, phenotypic plasticity, and migration. We focus primarily on evolutionary adaptation an
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::e92c6ba13da505edee52b66381f3b68c
https://doi.org/10.1016/j.jtbi.2018.09.019
https://doi.org/10.1016/j.jtbi.2018.09.019
Publikováno v:
Ecological Informatics. 68:101499
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::48790b87503c319fbcbdf6633a3a874c
https://doi.org/10.1016/j.ecoinf.2021.101499
https://doi.org/10.1016/j.ecoinf.2021.101499