Zobrazeno 1 - 6
of 6
pro vyhledávání: '"Borja Rodríguez Gálvez"'
Publikováno v:
Entropy, Vol 22, Iss 1, p 98 (2020)
The information bottleneck (IB) problem tackles the issue of obtaining relevant compressed representations T of some random variable X for the task of predicting Y. It is defined as a constrained optimization problem that maximizes the information th
Externí odkaz:
https://doaj.org/article/cea58bf84bc54ca3afc953fc545b55b6
Publikováno v:
AAAI Workshop on Artificial Intelligence with Biased or Scarce Data (AIBSD).
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::ab4a9a3bd7310aa46411c63bba3b47b3
https://doi.org/10.3390/cmsf2022003003
https://doi.org/10.3390/cmsf2022003003
On Random Subset Generalization Error Bounds and the Stochastic Gradient Langevin Dynamics Algorithm
Publikováno v:
ITW
In this work, we unify several expected generalization error bounds based on random subsets using the framework developed by Hellstr\"om and Durisi [1]. First, we recover the bounds based on the individual sample mutual information from Bu et al. [2]
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::2a82099cda53a612090063627204bc7a
http://arxiv.org/abs/2010.10994
http://arxiv.org/abs/2010.10994
In this work, we study the generalization capability of algorithms from an information-theoretic perspective. It has been shown that the expected generalization error of an algorithm is bounded from above by a function of the relative entropy between
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::edb64d4e2e133d67d4d6d15401bf9c1e
Publikováno v:
ITW
In this article, we propose a new variational approach to learn private and/or fair representations. This approach is based on the Lagrangians of a new formulation of the privacy and fairness optimization problems that we propose. In this formulation
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::bced0f40dd45425f1f940d9c98943c46
Autor:
Hendrik Loffel, Vorapol Assavasangthong, Borja Rodríguez Gálvez, Rizwan Asif, Giulio Martinelli, Phillip Gajland
Publikováno v:
AIKE
Unmanned Aerial Vehicles (UAV) are a potential solution to fast and cost efficient package delivery services. There are two types of UAVs, namely fixed wing (UAV-FW) and rotor wing (UAV-RW), which have their own advantages and drawbacks. In this pape
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_________::1c39f61b31764d9aeacf9758017354d2
https://doi.org/10.1109/aike.2019.00052
https://doi.org/10.1109/aike.2019.00052