{"title":"神经网络建模分形集上的广义p -凸不等式","authors":"Saad Ihsan Butt,Muhammad Mehtab,Mohammed Alammar,Youngsoo Seol","doi":"10.1142/s0218348x26501409","DOIUrl":null,"url":null,"abstract":"In this article, we developed a new variant of discrete Jensen-type inequality for p-convex functions over fractal sets. Improvement and generalization of some Jensen-Mercer-type estimates for [Formula: see text]-convex function in the framework of fractal fractional calculus are obtained. Using this Jensen-Mercer inequality, we establish a Hermite-Hadamard-Mercer (HHM) type inequalities for [Formula: see text]-convex functions in fractal dimensions. We drive a new integral identity and HHM type inequalities for differentiable [Formula: see text]-convex functions. Some of the results presented here for [Formula: see text]-convex functions are extensions of earlier results for harmonically convex and convex functions. Finally, we also provide a neural network-based numerical analysis of the obtained results, showing the accuracy and effectiveness of the proposed inequalities for [Formula: see text]-convex functions.","PeriodicalId":501262,"journal":{"name":"Fractals","volume":"5 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2026-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Generalized\\n p\\n -Convex Inequalities on Fractal Sets with Neural Network Modeling\",\"authors\":\"Saad Ihsan Butt,Muhammad Mehtab,Mohammed Alammar,Youngsoo Seol\",\"doi\":\"10.1142/s0218348x26501409\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this article, we developed a new variant of discrete Jensen-type inequality for p-convex functions over fractal sets. Improvement and generalization of some Jensen-Mercer-type estimates for [Formula: see text]-convex function in the framework of fractal fractional calculus are obtained. Using this Jensen-Mercer inequality, we establish a Hermite-Hadamard-Mercer (HHM) type inequalities for [Formula: see text]-convex functions in fractal dimensions. We drive a new integral identity and HHM type inequalities for differentiable [Formula: see text]-convex functions. Some of the results presented here for [Formula: see text]-convex functions are extensions of earlier results for harmonically convex and convex functions. Finally, we also provide a neural network-based numerical analysis of the obtained results, showing the accuracy and effectiveness of the proposed inequalities for [Formula: see text]-convex functions.\",\"PeriodicalId\":501262,\"journal\":{\"name\":\"Fractals\",\"volume\":\"5 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2026-08-31\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Fractals\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1142/s0218348x26501409\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Fractals","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1142/s0218348x26501409","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Generalized
p
-Convex Inequalities on Fractal Sets with Neural Network Modeling
In this article, we developed a new variant of discrete Jensen-type inequality for p-convex functions over fractal sets. Improvement and generalization of some Jensen-Mercer-type estimates for [Formula: see text]-convex function in the framework of fractal fractional calculus are obtained. Using this Jensen-Mercer inequality, we establish a Hermite-Hadamard-Mercer (HHM) type inequalities for [Formula: see text]-convex functions in fractal dimensions. We drive a new integral identity and HHM type inequalities for differentiable [Formula: see text]-convex functions. Some of the results presented here for [Formula: see text]-convex functions are extensions of earlier results for harmonically convex and convex functions. Finally, we also provide a neural network-based numerical analysis of the obtained results, showing the accuracy and effectiveness of the proposed inequalities for [Formula: see text]-convex functions.