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Quantum machine learning: a classical perspective
Recently, increased computational power and data availability, as well as algorithmic
advances, have led machine learning (ML) techniques to impressive results in regression …
advances, have led machine learning (ML) techniques to impressive results in regression …
The hypervolume indicator: Computational problems and algorithms
The hypervolume indicator is one of the most used set-quality indicators for the assessment
of stochastic multiobjective optimizers, as well as for selection in evolutionary multiobjective …
of stochastic multiobjective optimizers, as well as for selection in evolutionary multiobjective …
Optimization for medical image segmentation: theory and practice when evaluating with dice score or jaccard index
In many medical imaging and classical computer vision tasks, the Dice score and Jaccard
index are used to evaluate the segmentation performance. Despite the existence and great …
index are used to evaluate the segmentation performance. Despite the existence and great …
The lovász-softmax loss: A tractable surrogate for the optimization of the intersection-over-union measure in neural networks
The Jaccard index, also referred to as the intersection-over-union score, is commonly
employed in the evaluation of image segmentation results given its perceptual qualities …
employed in the evaluation of image segmentation results given its perceptual qualities …
Optimal experimental design: Formulations and computations
Questions of 'how best to acquire data'are essential to modelling and prediction in the
natural and social sciences, engineering applications, and beyond. Optimal experimental …
natural and social sciences, engineering applications, and beyond. Optimal experimental …
Topological signal processing over simplicial complexes
The goal of this paper is to establish the fundamental tools to analyze signals defined over a
topological space, ie a set of points along with a set of neighborhood relations. This setup …
topological space, ie a set of points along with a set of neighborhood relations. This setup …
[BOEK][B] Set functions, games and capacities in decision making
M Grabisch - 2016 - Springer
Set functions are map**s that assign to subsets of a universal set a real number and
appear in many fields of mathematics (pure and applied) and computer sciences …
appear in many fields of mathematics (pure and applied) and computer sciences …
Revisiting Frank-Wolfe: Projection-free sparse convex optimization
M Jaggi - International conference on machine learning, 2013 - proceedings.mlr.press
We provide stronger and more general primal-dual convergence results for Frank-Wolfe-
type algorithms (aka conditional gradient) for constrained convex optimization, enabled by a …
type algorithms (aka conditional gradient) for constrained convex optimization, enabled by a …
Auction mechanisms in cloud/fog computing resource allocation for public blockchain networks
As an emerging decentralized secure data management platform, blockchain has gained
much popularity recently. To maintain a canonical state of blockchain data record, proof-of …
much popularity recently. To maintain a canonical state of blockchain data record, proof-of …
On distributionally robust chance constrained programs with Wasserstein distance
W **e - Mathematical Programming, 2021 - Springer
This paper studies a distributionally robust chance constrained program (DRCCP) with
Wasserstein ambiguity set, where the uncertain constraints should be satisfied with a …
Wasserstein ambiguity set, where the uncertain constraints should be satisfied with a …