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Error analysis of kernel regularized pairwise learning with a strongly convex loss 具有强凸损失的核正则化成对学习的误差分析
Q3 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2023-01-01 DOI: 10.3934/mfc.2022030
Shuhua Wang, B. Sheng
This paper presents a detailed performance analysis for the kernel-based regularized pairwise learning model associated with a strongly convex loss. The robustness for the model is analyzed by applying an improved convex analysis method. The results show that the regularized pairwise learning model has better qualitatively robustness according to the probability measure. Some new comparison inequalities are provided, with which the convergence rates are derived. In particular an explicit learning rate is obtained in case that the loss is the least square loss.
本文详细分析了带有强凸损失的基于核的正则化成对学习模型的性能。采用改进的凸分析方法对模型进行鲁棒性分析。结果表明,基于概率度量的正则化两两学习模型具有较好的定性鲁棒性。给出了一些新的比较不等式,并由此导出了收敛速度。特别地,在损失为最小二乘损失的情况下,得到了显式学习率。
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引用次数: 3
Almost sure convergence for the maxima and minima of strongly dependent nonstationary multivariate Gaussian sequences 强相关非平稳多元高斯序列的极大值和极小值的几乎肯定收敛性
Q3 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2023-01-01 DOI: 10.3934/mfc.2022044
Zhicheng Chen, Hongyun Zhang, Xinsheng Liu
{"title":"Almost sure convergence for the maxima and minima of strongly dependent nonstationary multivariate Gaussian sequences","authors":"Zhicheng Chen, Hongyun Zhang, Xinsheng Liu","doi":"10.3934/mfc.2022044","DOIUrl":"https://doi.org/10.3934/mfc.2022044","url":null,"abstract":"","PeriodicalId":93334,"journal":{"name":"Mathematical foundations of computing","volume":"13 1","pages":"728-741"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85001335","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Prediction intervals of loan rate for mortgage data based on bootstrapping technique: A comparative study 基于自举技术的抵押贷款数据贷款利率预测区间的比较研究
Q3 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2023-01-01 DOI: 10.3934/mfc.2022027
Donglin Wang, Rencheng Sun, Lisa Green

The prediction interval is an important guide for financial organizations to make decisions for pricing loan rates. In this paper, we considered four models with bootstrap technique to calculate prediction intervals. Two datasets are used for the study and begin{document}$ 5 $end{document}-fold cross validation is used to estimate performance. The classical regression and Huber regression models have similar performance, both of them have narrow intervals. Although the RANSAC model has a slightly higher coverage rate, it has the widest interval. When the coverage rates are similar, the model with a narrower interval is recommended. Therefore, the classical and Huber regression models with bootstrap method are recommended to calculate the prediction interval.

The prediction interval is an important guide for financial organizations to make decisions for pricing loan rates. In this paper, we considered four models with bootstrap technique to calculate prediction intervals. Two datasets are used for the study and begin{document}$ 5 $end{document}-fold cross validation is used to estimate performance. The classical regression and Huber regression models have similar performance, both of them have narrow intervals. Although the RANSAC model has a slightly higher coverage rate, it has the widest interval. When the coverage rates are similar, the model with a narrower interval is recommended. Therefore, the classical and Huber regression models with bootstrap method are recommended to calculate the prediction interval.
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引用次数: 1
Fuzzy approximation based on $ tau- mathfrak{K} $ fuzzy open (closed) sets 基于$ tau- mathfrak{K} $模糊开(闭)集的模糊逼近
Q3 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2023-01-01 DOI: 10.3934/mfc.2023010
Priti, A. Tripathi
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引用次数: 0
Rate of convergence of Stancu type modified $ q $-Gamma operators for functions with derivatives of bounded variation 具有有界变分函数的Stancu型修正$ q $-Gamma算子的收敛速度
Q3 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2023-01-01 DOI: 10.3934/mfc.2022002
H. Karsli, P. Agrawal

Recently, Karsli [15] estimated the convergence rate of the begin{document}$ q $end{document}-Bernstein-Durrmeyer operators for functions whose begin{document}$ q $end{document}-derivatives are of bounded variation on the interval begin{document}$ [0, 1] $end{document}. Inspired by this study, in the present paper we deal with the convergence rate of a begin{document}$ q $end{document}- analogue of the Stancu type modified Gamma operators, defined by Karsli et al. [17], for the functions begin{document}$ varphi $end{document} whose begin{document}$ q $end{document}-derivatives are of bounded variation on the interval begin{document}$ [0, infty ). $end{document} We present the approximation degree for the operator begin{document}$ left( { mathfrak{S}}_{n, ell, q}^{(alpha , beta )} { varphi}right)(mathfrak{z}) $end{document} at those points begin{document}$ mathfrak{z} $end{document} at which the one sided q-derivativesbegin{document}$ {D}_{q}^{+}{ varphi(mathfrak{z}); and; D} _{q}^{-}{ varphi(mathfrak{z})} $end{document} exist.

Recently, Karsli [15] estimated the convergence rate of the begin{document}$ q $end{document}-Bernstein-Durrmeyer operators for functions whose begin{document}$ q $end{document}-derivatives are of bounded variation on the interval begin{document}$ [0, 1] $end{document}. Inspired by this study, in the present paper we deal with the convergence rate of a begin{document}$ q $end{document}- analogue of the Stancu type modified Gamma operators, defined by Karsli et al. [17], for the functions begin{document}$ varphi $end{document} whose begin{document}$ q $end{document}-derivatives are of bounded variation on the interval begin{document}$ [0, infty ). $end{document} We present the approximation degree for the operator begin{document}$ left( { mathfrak{S}}_{n, ell, q}^{(alpha , beta )} { varphi}right)(mathfrak{z}) $end{document} at those points begin{document}$ mathfrak{z} $end{document} at which the one sided q-derivativesbegin{document}$ {D}_{q}^{+}{ varphi(mathfrak{z}); and; D} _{q}^{-}{ varphi(mathfrak{z})} $end{document} exist.
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引用次数: 1
Lyapunov type inequalities for nonlinear fractional Hamiltonian systems in the frame of conformable derivatives 适形导数框架下非线性分数阶哈密顿系统的Lyapunov型不等式
Q3 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2023-01-01 DOI: 10.3934/mfc.2023004
Qi Zhang, J. Shao
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引用次数: 0
A review of definitions of fractional differences and sums 分数差和定义的复习
Q3 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2023-01-01 DOI: 10.3934/mfc.2022013
Qiushuang Wang, R. Xu
Given the increasing importance of discrete fractional calculus in mathematics, science engineering and so on, many different concepts of fractional difference and sum operators have been defined. In this paper, we mainly reviews some definitions of fractional differences and sum operators that emerged in the fields of discrete calculus. Moreover, some properties of those operators are also analyzed and compared with each other, including commutation rules, linearity, Leibniz rules, etc.
鉴于离散分数阶微积分在数学、科学工程等领域的重要性日益增加,人们定义了许多分数阶差分算子和和算子的不同概念。本文主要综述了离散微积分中出现的分数阶差分和和算子的一些定义。此外,还对这些算子的交换规则、线性、莱布尼茨规则等性质进行了分析和比较。
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引用次数: 3
Shape preserving properties of $ (mathfrak{p}, mathfrak{q}) $ Bernstein Bèzier curves and corresponding results over $ [a, b] $ $ (mathfrak{p}, mathfrak{q}) $ Bernstein b<e:1>曲线的保形性质及其在$ [a, b] $上的结果
Q3 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2023-01-01 DOI: 10.3934/mfc.2022041
V. Sharma, Asif Khan, M. Mursaleen

This article deals with shape preserving and local approximation properties of post-quantum Bernstein bases and operators over arbitrary interval begin{document}$ [a, b] $end{document} defined by Khan and Sharma (Iran J Sci Technol Trans Sci (2021)). The properties for begin{document}$ (mathfrak{p}, mathfrak{q}) $end{document}-Bernstein bases and Bézier curves over begin{document}$ [a, b] $end{document} have been given. A de Casteljau algorithm has been discussed. Further we obtain the rate of convergence for begin{document}$ (mathfrak{p}, mathfrak{q}) $end{document}-Bernstein operators over begin{document}$ [a, b] $end{document} in terms of Lipschitz type space having two parameters and Lipschitz maximal functions.

This article deals with shape preserving and local approximation properties of post-quantum Bernstein bases and operators over arbitrary interval begin{document}$ [a, b] $end{document} defined by Khan and Sharma (Iran J Sci Technol Trans Sci (2021)). The properties for begin{document}$ (mathfrak{p}, mathfrak{q}) $end{document}-Bernstein bases and Bézier curves over begin{document}$ [a, b] $end{document} have been given. A de Casteljau algorithm has been discussed. Further we obtain the rate of convergence for begin{document}$ (mathfrak{p}, mathfrak{q}) $end{document}-Bernstein operators over begin{document}$ [a, b] $end{document} in terms of Lipschitz type space having two parameters and Lipschitz maximal functions.
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引用次数: 0
Stability analysis of fractional order modelling of social media addiction 社交媒体成瘾分数阶模型的稳定性分析
Q3 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2023-01-01 DOI: 10.3934/mfc.2022040
Pradeep Malik, Deepika

In this article, we explored the fractional order mathematical modelling of social media addiction. For the fractional order model of social media addiction, the free equilibrium point begin{document}$ E_{0} $end{document}, endemic equilibrium point begin{document}$ E_{*} $end{document}, and basic reproduction number begin{document}$ R_0 $end{document} have been found. We discussed the stability analysis of the order model of social media addiction through the next generation matrix and fractional Routh-Hurwitz criterion. We also explained the fractional order mathematical modelling of social media addiction by applying a highly reliable and efficient scheme known as q-Homotopy Analysis Sumudu Transformation Method (q-HASTM). This technique q-HASTM is the hybrid scheme based on q-HAM and Sumudu transform technique. In the end, the numerical simulation of the fractional order model of social media addiction is also explained by using the generalized Adams-Bashforth-Moulton method.

In this article, we explored the fractional order mathematical modelling of social media addiction. For the fractional order model of social media addiction, the free equilibrium point begin{document}$ E_{0} $end{document}, endemic equilibrium point begin{document}$ E_{*} $end{document}, and basic reproduction number begin{document}$ R_0 $end{document} have been found. We discussed the stability analysis of the order model of social media addiction through the next generation matrix and fractional Routh-Hurwitz criterion. We also explained the fractional order mathematical modelling of social media addiction by applying a highly reliable and efficient scheme known as q-Homotopy Analysis Sumudu Transformation Method (q-HASTM). This technique q-HASTM is the hybrid scheme based on q-HAM and Sumudu transform technique. In the end, the numerical simulation of the fractional order model of social media addiction is also explained by using the generalized Adams-Bashforth-Moulton method.
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引用次数: 0
Optimal investment strategy for the DC pension plan based on jump diffusion model and S-shaped utility 基于跳跃扩散模型和s型效用的DC养老金计划最优投资策略
Q3 COMPUTER SCIENCE, THEORY & METHODS Pub Date : 2023-01-01 DOI: 10.3934/mfc.2023007
Jiaxin Lu, Hua Dong
{"title":"Optimal investment strategy for the DC pension plan based on jump diffusion model and S-shaped utility","authors":"Jiaxin Lu, Hua Dong","doi":"10.3934/mfc.2023007","DOIUrl":"https://doi.org/10.3934/mfc.2023007","url":null,"abstract":"","PeriodicalId":93334,"journal":{"name":"Mathematical foundations of computing","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"70220333","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Mathematical foundations of computing
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