Multilevel Picard approximations overcome the curse of dimensionality when approximating semilinear heat equations with gradient-dependent nonlinearities in $L^p$-sense [PDF]
Tuan Anh Nguyen
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International Journal of Robust and Nonlinear Control, EarlyView.ABSTRACT This paper presents a robust control synthesis and analysis framework for nonlinear systems with uncertain initial conditions. First, a deep learning‐based lifting approach is proposed to approximate nonlinear dynamical systems with linear parameter‐varying (LPV) state‐space models in higher‐dimensional spaces while simultaneously ...
Sourav Sinha, Mazen Farhood
wiley +1 more source
Correction: Rigid geometry solves "curse of dimensionality" effects in clustering methods: An application to omics data. [PDF]
PLoS One, 2020 Adachi S.
europepmc +1 more source
Designing Community Participation for Mine Closure and Social Transition
Sustainable Development, EarlyView.ABSTRACT As mining‐dependent countries confront the dual challenge of transitioning to low‐carbon economies and recovering from the COVID‐19 pandemic, the imperative to convert resource wealth into long‐term social and economic resilience has never been greater.
Kamila Svobodova +3 more
wiley +1 more source
Taming the Curse of Dimensionality: Quantitative Economics with Deep Learning [PDF]
Jesús Fernández‐Villaverde +2 more
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Application of Support Vector Machines in High Power Device Technology
Kongzhi Yu Xinxi Jishu, 2018 As a machine learning algorithm, support vector machine(SVM) has the advantages of good nonlinear processing ability, theoretical global optimum and overcoming the curse of dimensionality.
RAO Wei, LI Yong, YAN Ji
doaj
Addressing the curse of dimensionality in stochastic dynamics: a Wiener path integral variational formulation with free boundaries. [PDF]
Proc Math Phys Eng Sci, 2020 Petromichelakis I, Kougioumtzoglou IA.
europepmc +1 more source
Sustainable Development, EarlyView.ABSTRACT Climate change poses a significant threat to global energy security, yet the mechanisms through which this relationship unfolds—and the factors that buffer their adverse impacts—remain underexplored. This study examines the link between climate change, proxied by CO2 emissions, and energy security risk (ESR), with a particular focus on the ...
Mohamed Sami Ben Ali +2 more
wiley +1 more source
Tangled Up in Green: A Review of Policy Analyses of the European Green Deal
Sustainable Development, EarlyView.ABSTRACT The European Green Deal (EGD) was introduced as a transformative policy agenda for sustainability aiming to make Europe the first climate‐neutral continent in the world. While previous research has studied its transformative potential, there is no comprehensive review of that research.
Cecilia Enberg, Christian Ståhl
wiley +1 more source
Robust subspace methods for outlier detection in genomic data circumvents the curse of dimensionality. [PDF]
R Soc Open Sci, 2020 Shetta O, Niranjan M.
europepmc +1 more source