Zero loss guarantees and explicit minimizers for generic overparametrized Deep Learning networks [PDF]
We determine sufficient conditions for overparametrized deep learning (DL) networks to guarantee the attainability of zero loss in the context of supervised learning, for the $\mathcal{L}^2$ cost and {\em generic} training data. We present an explicit construction of the zero loss minimizers without invoking gradient descent.
arxiv
A Cost-Minimization Analysis of the Angio-Seal Vascular Closure Device Following Percutaneous Coronary Intervention [PDF]
Frederic S. Resnic+3 more
openalex +1 more source
From Damage to Functionality: Remanufacturing of Thrust Roller Bearings by Tailored Forming
Herein, the wear and fatigue behavior of repaired bearing raceways with a new powder alloy is investigated using a FE8 test‐rig and an oscillating tribometer. The tests are compared with industrial manufactured bearings to evaluate the repair quality. The repair can extend the service life of the repaired bearing to that of a new bearing and improves ...
Felix Saure+3 more
wiley +1 more source
To Test or Not To Test: a Cost Minimization Analysis of Susceptibility Testing for Patients with Documented Candida glabrata Fungemias [PDF]
Curtis D. Collins+3 more
openalex +1 more source
A hybrid minimizing movement and neural network approach to Willmore flow [PDF]
We present a hybrid method combining a minimizing movement scheme with neural operators for the simulation of phase field-based Willmore flow. The minimizing movement component is based on a standard optimization problem on a regular grid whereas the functional to be minimized involves a neural approximation of mean curvature flow proposed by Bretin et
arxiv
Components of Manufacturing Inventories [PDF]
This paper presents a structural model of production and inventory accumulation based on the hypothesis of cost minimization. It differs from previous attempts in several respects.
Alan J. Auerbach, Jerry R. Green
core
Simulation of Inhomogeneous Refractive Index Fields Induced by Hot Tailored Forming Components
This article presents a simulation model for simulating inhomogeneous refractive index fields (IRIF) in hot‐forged components, accounting for thermal influences and complex geometries. Through this simulation, a priori knowledge about the propagation of the IRIF can be obtained, allowing for the positioning of the component or an optical measurement ...
Pascal Kern+3 more
wiley +1 more source
Pharmacoeconomic analysis of Cocarnit® complex as treatment for diabetic polyneuropathy
Diabetic polyneuropathy (DP) occupies the third place among the most common neurological disorders, affecting a significant portion of diabetes patients, and is characterized by progressive lesions of nervous fibers.
D. Yu. Belousov, A. E. Cheberda
doaj
Incorporating nanosized silver into titanium for antimicrobial materials exploits the metastable miscibility gap between silver and titanium. Silver nanoparticles are synthesized via pulsed laser ablation in liquid. Silver addition refines the microstructure, increases hardness by 30%, and reduces Staphylococcus capitis microbial adhesion by 70%, with ...
Hamed Shokri+4 more
wiley +1 more source