Results 1 to 10 of about 26 (26)

A robust p-Center problem under pressure to locate shelters in wildfire context

open access: yesEURO Journal on Computational Optimization, 2020
The location of shelters in different areas threatened by wildfires is one of the possible ways to reduce fatalities in a context of an increasing number of catastrophic and severe wildfires.
Marc Demange   +3 more
doaj   +1 more source

Instability in deep learning – when algorithms cannot compute uncertainty quantifications for neural networks

open access: yesEuropean Journal of Applied Mathematics
In deep learning, interval neural networks are used to quantify the uncertainty of a pre-trained neural network. Suppose we are given a computational problem $P$ and a pre-trained neural network $\Phi _P$ that aims to solve $P$ .
Luca Eva Gazdag   +2 more
doaj   +1 more source

The mathematics of adversarial attacks in AI – why deep learning is unstable despite the existence of stable neural networks

open access: yesEuropean Journal of Applied Mathematics
The unprecedented success of deep learning (DL) makes it unchallenged when it comes to classification problems. However, it is well established that the current DL methodology produces universally unstable neural networks (NNs).
Alexander Bastounis   +2 more
doaj   +1 more source

A new distributionally robust reward-risk model for portfolio optimization

open access: yesOpen Mathematics
A new distributionally robust ratio optimization model is proposed under the known first and second moments of the uncertain distributions. In this article, both standard deviation (SD) and conditional value-at-risk (CVaR) are used to measure the risk ...
Zhou Yijia, Xu Lijun
doaj   +1 more source
Some of the next articles are maybe not open access.

Distributionally Robust Stochastic Optimization with Wasserstein Distance

Mathematics of Operations Research, 2023
Rui Gao, Anton J Kleywegt
exaly  

Robust Markov Decision Processes: Beyond Rectangularity

Mathematics of Operations Research, 2023
Vineet Goyal, Julien Grand-Clement
exaly  

Distributionally Robust Markov Decision Processes and Their Connection to Risk Measures

Mathematics of Operations Research, 2022
Nicole Bäuerle, Alexander Glauner
exaly  

Essays on operations research in energy

Top, 2022
Juan M Morales, Salvador Pineda
exaly  

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