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Shallow Structured Potts Neural Network Regression (S-SPNNR)
We introduce a novel ensemble learning approach which combines random partitions models through Potts clustering with a non-parametric predictor such as sha...
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Convolutional Neural Networks (CNNs) are state-of-the-art in numerous computer vision tasks such as object classification and detection. However, the large ...
BibTeX referenceBatch normalization in quantized networks
Implementation of quantized neural networks on computing hardware leads to considerable speed up and memory saving. However, quantized deep networks are diff...
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In the area of hydraulic power generation, there is a great deal of interest in two interdependent domains: operation and maintenance. This interdependence...
BibTeX referenceThe Covering-Assignment Problem for swarm-powered ad-hoc clouds: A distributed 3D mapping use-case
The popularity of drones is rapidly increasing across the different sectors of the economy. Aerial capabilities and relatively low costs make drones the perf...
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The context of this research is multiobjective optimization where conflicting objectives are present. In this work, these objectives are only available as th...
BibTeX referenceA Simulation model for short and long term humanitarian supply chain operations management
Traditionally, the design of supply chains for humanitarian operations has been developed distinctly for the different disaster management phases, with littl...
BibTeX referenceOn the interplay between self-driving cars and public transportation: A game-theoretic perspective
Cities worldwide struggle with overloaded transportation systems and their externalities, such as traffic congestion and emissions. The emerging technology o...
BibTeX referenceOn the impact of the power production function approximation on hydropower maintenance scheduling
Maintenance planning for hydropower plants is a crucial problem. In this paper, we evaluate the impact of the Hydropower Production Function (HPF) formulatio...
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The monthly crew pairing problem (CPP) consists of determining a least-cost set of feasible crew pairings (sequences of flights starting and ending at a crew...
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The accessibility and reducing cost of distributed renewable energy sources are stimulating the emergence of small-scale residential prosumers who can produc...
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This paper proposes a detailed analysis of the evolution of Canadian energy systems under some selected EMF (Energy Modeling Forum) 34 scenarios. Our analysi...
BibTeX referenceThe value of randomized strategies in distributionally robust risk averse network interdiction games
Conditional Value at Risk (CVaR) is widely used to account for the preferences of a risk-averse agent in the extreme loss scenarios. To study the effectiven...
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This work presents the convergence rate analysis of stochastic variants of the broad class of direct-search methods of directional type. It introduces an alg...
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The smooth operation of largely deployed Internet of Things (IoT) applications will depend on, among other things, effective infrastructure failure detectio...
BibTeX referenceThe pickup and delivery problem with time windows, multiple stacks, and handling operations
In this paper, we introduce, model and solve the pickup and delivery problem with time windows, multiple stacks, and handling operations (PDPTWMS-H). % In...
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While one can exploit the storage properties and thus the deferability or anticipation potential of many classes of power system loads (such as thermal loads...
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This work considers the graph partitioning problem known as maximum k-cut. It focuses on investigating features of a branch-and-bound method to efficiently...
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Given a set \(\mathcal{R}\)
of m disjoint finite regions in the 2-dimensional plane, all regions having polygonal boundaries, and given a set `(\mathc...
It is well known that the integrated optimization of multiple and inter-related decisions in a supply chain can bring important benefits to companies. In thi...
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