Pub Date : 2025-01-01Epub Date: 2025-10-21DOI: 10.1007/s11587-025-01021-4
Emanuele Zappala
Neural integral equations are deep learning models based on the theory of integral equations, where the model consists of an integral operator and the corresponding equation (of the second kind) which is learned through an optimization procedure. This approach allows to leverage the nonlocal properties of integral operators in machine learning, but it is computationally expensive. In this article, we introduce a framework for neural integral equations based on spectral methods that allows us to learn an operator in the spectral domain, resulting in a cheaper computational cost, as well as in high interpolation accuracy. We study the properties of our methods and show various theoretical guarantees regarding the approximation capabilities of the model, and convergence to solutions of the numerical methods. We provide numerical experiments to demonstrate the practical effectiveness of the resulting model.
{"title":"Spectral methods for Neural Integral Equations.","authors":"Emanuele Zappala","doi":"10.1007/s11587-025-01021-4","DOIUrl":"10.1007/s11587-025-01021-4","url":null,"abstract":"<p><p>Neural integral equations are deep learning models based on the theory of integral equations, where the model consists of an integral operator and the corresponding equation (of the second kind) which is learned through an optimization procedure. This approach allows to leverage the nonlocal properties of integral operators in machine learning, but it is computationally expensive. In this article, we introduce a framework for neural integral equations based on spectral methods that allows us to learn an operator in the spectral domain, resulting in a cheaper computational cost, as well as in high interpolation accuracy. We study the properties of our methods and show various theoretical guarantees regarding the approximation capabilities of the model, and convergence to solutions of the numerical methods. We provide numerical experiments to demonstrate the practical effectiveness of the resulting model.</p>","PeriodicalId":21373,"journal":{"name":"Ricerche di Matematica","volume":"74 5","pages":"2585-2607"},"PeriodicalIF":1.1,"publicationDate":"2025-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12713522/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145805285","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-18DOI: 10.1007/s11587-024-00888-z
Le Xuan Truong, Nguyen Duc Trung, Nguyen Ngoc Trong, Tan Duc Do
We establish the unique existence of a strong solution to a Dirichlet problem involving a second-order elliptic operator in Hardy spaces. The strong solution also enjoys a regularity estimate in Hardy quasi-norms up to the second-order derivatives.
{"title":"Global Hessian estimate for second-order elliptic equation in Hardy spaces","authors":"Le Xuan Truong, Nguyen Duc Trung, Nguyen Ngoc Trong, Tan Duc Do","doi":"10.1007/s11587-024-00888-z","DOIUrl":"https://doi.org/10.1007/s11587-024-00888-z","url":null,"abstract":"<p>We establish the unique existence of a strong solution to a Dirichlet problem involving a second-order elliptic operator in Hardy spaces. The strong solution also enjoys a regularity estimate in Hardy quasi-norms up to the second-order derivatives.</p>","PeriodicalId":21373,"journal":{"name":"Ricerche di Matematica","volume":"4 1","pages":""},"PeriodicalIF":1.2,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142248791","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Under some general hypotheses of the functions (s_i,;i=1,dots , k,) we establish some new Liouville type theorems for stable solutions of this equation for a large classe of weights. Our results recover and considerably improve the previous works (Mtiri in Acta Appl Math 174:7, 2021; Farina and Hasegawa in Proc Royal Soc Edinburgh 150:1567, 2020).
{"title":"Liouville results for stable solutions of weighted elliptic equations involving the Grushin operator","authors":"Wafa Mtaouaa","doi":"10.1007/s11587-024-00887-0","DOIUrl":"https://doi.org/10.1007/s11587-024-00887-0","url":null,"abstract":"<p>We examine the following weighted degenerate elliptic equation involving the Grushin operator: </p><span>$$begin{aligned} Delta _s u+vartheta _{s}(x') |u|^{theta -1}u =0;;; text{ in },, mathbb {R}^N,;;N>2, ;; theta >1, end{aligned}$$</span><p>where <span>(x'=(x_{1},...,x_{m})in mathbb {R}^m,)</span> <span>(1le mle N,)</span> <span>(vartheta _{s} in C(mathbb {R}^m, mathbb {R}))</span> is a continuous positive function satisfying </p><span>$$begin{aligned} displaystyle {lim _{|x'|_{s}rightarrow infty }}frac{vartheta _{s}(x')}{|x'|_{s}^{alpha }}>0,;;; text{ for } text{ some },,alpha >-2, end{aligned}$$</span><p>and <span>(Delta _s)</span> is an operator of the form </p><span>$$begin{aligned} Delta _s:=sum _{i=1}^k partial _{x_{i}}(s_{i}^2partial _{x_{i}}). end{aligned}$$</span><p>Under some general hypotheses of the functions <span>(s_i,;i=1,dots , k,)</span> we establish some new Liouville type theorems for stable solutions of this equation for a large classe of weights. Our results recover and considerably improve the previous works (Mtiri in Acta Appl Math 174:7, 2021; Farina and Hasegawa in Proc Royal Soc Edinburgh 150:1567, 2020).</p>","PeriodicalId":21373,"journal":{"name":"Ricerche di Matematica","volume":"38 1","pages":""},"PeriodicalIF":1.2,"publicationDate":"2024-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142248790","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"数学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-16DOI: 10.1007/s11587-024-00885-2
B. Dhara, G. S. Sandhu
Let R be any non-commutative prime ring of char ((R)ne 2), L a non-central Lie ideal of R and F, G be b-generalized skew derivations of R. Suppose that
$$[F(u)u-uG(u), u]_n=0$$
for all (uin L) and for some fixed integer (nge 1), then one of the following assertions holds: