Axis 3: Decision support made under uncertainty
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311 results — page 3 of 16
We investigate counterparty credit risk and credit valuation adjustments in portfolios including derivatives with early-exercise opportunities, under a net...
BibTeX referenceThe primal Benders decomposition
Benders decomposition has been applied significantly to tackle large-scale optimization problems with complicating variables, which, when temporarily fixed, ...
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Recommender systems provide personalized recommendations to their users for items and services. They do that using a model that is tailored to each user to i...
BibTeX referenceOptimizing strategies for short-term hydropower scheduling using a blackbox optimization framework
This paper presents a study on the best possible use of optimization models for the short-term hydropower scheduling problem. Different deterministic and sto...
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The emerging demand for electric bicycles in recent years has prompted several bike-sharing systems (BSS) around the world to adapt their service to a new wa...
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The popularity of bike-sharing systems has constantly increased throughout the last years. Most of such success can be attributed to their multiple benefits,...
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We consider the problem of minimizing the linear cost of multistate homogeneous series-parallel system given the nonlinear reliability constraint on the syst...
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Recently there has been a surge of interest in operations research~(OR) and the machine learning~(ML) community in combining prediction algorithms and optimi...
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This paper studies linear-quadratic Stackelberg games with a major player (leader) and N
minor players (followers). To design decentralized strategies ...
This work considers stochastic optimization problems in which the objective function values can only be computed by a blackbox corrupted by some random noise...
BibTeX referenceFacility location with a modular capacity under demand uncertainty: An industrial case study
We investigate a facility location problem with modular capacity under demand uncertainty arising at Hydro-Québec, the largest public utility in Canada. We p...
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This paper introduces the consistent vehicle routing problem with stochastic customers and demands. We consider driver consistency as customer-driver assignm...
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Optimizing static risk-averse objectives in Markov decision processes is challenging because they do not readily admit dynamic programming decompositions. Pr...
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Seaports are highly vulnerable to climate-change induced events, which makes it necessary for them to invest in climate change adaptation measures to ensure ...
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For planning the operation of power transmission systems, which transport the energy produced by generation plants to customers centers, it is essential to e...
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This paper first presents a time-series impact analysis of charging electric vehicles (EVs) to loading levels of power network equipment considering stochast...
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In this paper, we investigate the problem of system identification for autonomous Markov jump linear systems (MJS) with complete state observations. We prop...
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This paper presents a novel rapid estimation method (REM) to perform stochastic impact analysis of grid-edge technologies (GETs) to the power distribution ne...
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The estimation of the structural model poses a major challenge as its underlying asset (the firm's asset value) is not directly observable. We extend the m...
BibTeX referenceA simultaneous stochastic optimization framework for selecting additional infill drilling locations
An innovative simultaneous stochastic optimization approach is proposed that combines actor-critic reinforcement learning and stochastic mathematical progr...
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