Axis 2: Decision support made in complex systems
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1415 results — page 5 of 71
This paper investigates a variant of the traveling salesman problem (TSP) with speed optimization for a plug-in hybrid electric vehicle (PHEV), simultaneousl...
BibTeX referencePLSR1: A limited-memory partitioned quasi-Newton optimizer for partially-separable loss functions
Improving neural network optimizer convergence speed is a long-standing priority. Recently, there has been a focus on quasi-Newton optimization methods, whi...
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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Historically, the training of deep artificial neural networks has relied on parallel computing to achieve practical effectiveness. However, with the increas...
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We introduce an iterative solver named MINARES for symmetric linear systems \(Ax \approx b\)
, where \(A\)
is possibly singular.
MINARES is based on t...
Operations research specialists at the OCP Group, the Mohammed VI Polytechnic University, and the Polytechnique Montreal operationalized a system optimizing ...
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Decision trees are highly interpretable models for solving classification problems in machine learning (ML). The standard ML algorithms for training decision...
BibTeX referenceThe indefinite proximal gradient method
We introduce a variant of the proximal gradient method in which the quadratic term is diagonal but may be indefinite, and is safeguarded by a trust region. ...
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Tactical wireless networks are used in cases where standard telecommunication networks are unavailable or unusable, e.g. disaster relief operations. We fully...
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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...
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Perturbations are universal in supply chains, and their appearance is getting more frequent in the past few years. These perturbations affect industries and ...
BibTeX referenceA unified branch-price-and-cut algorithm for multi-compartment pickup and delivery problems
In this paper, we study the pickup and delivery problem with time windows and multiple compartments (PDPTWMC). The PDPTWMC generalizes the pickup and delive...
BibTeX referencePricing and unauthorized channel strategies for a global manufacturer considering import taxes
To cover the import taxes, a manufacturer typically charges a higher price in a foreign market than in its domestic market. The price difference can lead to ...
BibTeX referenceFluxNLPModels.jl and KnetNLPModels.jl: Connecting deep learning models with optimization solvers
This paper presents <code>FluxNLPModels.jl</code> and <code>KnetNLPModels.jl</code>, new Julia packages enabling a neural network, modelled with either Flux....
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The Quadratic Knapsack Problem (QKP) is a combinatorial optimization problem that has attracted much attention over the past four decades. In this problem, o...
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We consider a firm offering an opaque good over one selling season, that is, a product whose full characteristics are only revealed after the consumer comp...
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We present a Julia framework dedicated to partially-separable problems whose element function are detected automatically. This framework takes advantage of ...
BibTeX referenceRobotic Process Automation (RPA) using a heuristic method and the effective resistance of a graph
Robotic Process Automation has emerged in recent years as an important field by allowing faster and more secure processes through a reduction in the risks or...
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Given a ground-set of elements and a family of subsets, the set covering problem consists in choosing a minimum number of elements such that each subset cont...
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In this paper, a new model is proposed for the real-time diesel genset optimal dispatch and unit commitment in remote microgrids. The objective is to reduce ...
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