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A RISK-SENSITIVE STOCHASTIC MAXIMUM PRINCIPLE FOR OPTIMAL CONTROL OF JUMP DIFFUSIONS AND ITS APPLICATIONS 被引量:1
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作者 史敬涛 吴臻 《Acta Mathematica Scientia》 SCIE CSCD 2011年第2期419-433,共15页
A stochastic maximum principle for the risk-sensitive optimal control prob- lem of jump diffusion processes with an exponential-of-integral cost functional is derived assuming that the value function is smooth, where ... A stochastic maximum principle for the risk-sensitive optimal control prob- lem of jump diffusion processes with an exponential-of-integral cost functional is derived assuming that the value function is smooth, where the diffusion and jump term may both depend on the control. The form of the maximum principle is similar to its risk-neutral counterpart. But the adjoint equations and the maximum condition heavily depend on the risk-sensitive parameter. As applications, a linear-quadratic risk-sensitive control problem is solved by using the maximum principle derived and explicit optimal control is obtained. 展开更多
关键词 Risk-sensitive control jump diffusions maximum principle adioint equation
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A New Method to Estimate Nonlinear Diffusions Based on Discretely Observed Data
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作者 杜本峰 郭兴义 杨俊龙 《Chinese Quarterly Journal of Mathematics》 CSCD 2002年第2期94-100,共7页
The paper proposes a new method to estimate nonlinear diffusions based on discretely observed data, and gives some properties of the corresponding parameters estimation.
关键词 DIFFUSION GARCH PML limit theory
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Necessary Conditions for Optimal Control of Diffusions with Hard Terminal State Restrictions
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作者 Atle Seierstad 《Open Journal of Optimization》 2018年第1期1-40,共40页
Necessary conditions are proved for certain problems of optimal control of diffusions where hard end constraints occur. The main results apply to several dimensional problems, where some of the state equations involve... Necessary conditions are proved for certain problems of optimal control of diffusions where hard end constraints occur. The main results apply to several dimensional problems, where some of the state equations involve Brownian motions, but not the equations corresponding to states being hard restricted at the terminal time. The necessary conditions are stated in terms of weak variations. Two versions of necessary conditions are given, one version involving solutions of variational equations, the other one involving first order adjoint equations. 展开更多
关键词 OPTIMAL Control diffusions HARD TERMINAL STATE Restrictions
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On the Dynamics of Controlled Diffusions
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作者 杨明炎 梅凤翔 《Journal of Beijing Institute of Technology》 EI CAS 1997年第1期30-36,共7页
Treats of dynamical systems with finite number of degrees of freedom such that the time evolution of the configuration variables for given initial conditions can well be described by controlled diffusions.Two suitable... Treats of dynamical systems with finite number of degrees of freedom such that the time evolution of the configuration variables for given initial conditions can well be described by controlled diffusions.Two suitable forms of stochastic action associated with the controlled diffusions are introduced in the general framework of stochastic control theory.By discretizing the stochastic action,the dynamical equations for the controlled diffusions of the given systems are derived in terms of generalized coordinates.These equations,together with the continuity equation,describe exactly the probability approach of the diffusion motion. 展开更多
关键词 DIFFUSION stochastic mechanics action VARIATION
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Adsorptions and diffusions of carbon atoms on the surface and in the subsurface of Co(200): A first-principles density-functional study 被引量:1
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作者 乔靓 王淑敏 +3 位作者 张晓明 胡小颖 曾毅 郑伟涛 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第8期75-80,共6页
First-principles calculations based on density functional theory are used to investigate the adsorptions and diffusions of carbon atoms on the surface and in the subsurface of Co (200). The preferred site for the ca... First-principles calculations based on density functional theory are used to investigate the adsorptions and diffusions of carbon atoms on the surface and in the subsurface of Co (200). The preferred site for the carbon atom on the surface is the hollow site, and the preferred site in the subsurface is the octahedral site. There is charge transfer from the surface to the adsorbed carbon atom, and for the most favorable adsorbed structure the charge transfer is largest. Moreover, the energy barriers for the diffusions of carbon atoms on the surface and from the surface into the subsurface and then back to the surface are calculated in detail. The results indicate that the energy barrier for the diffusion of carbon atoms on the surface is comparable to that from the subsurface to the surface. The results imply that both the direct surface nucleation and the surface segregation from Co bulk can be observed in the chemical vapor deposition growth of graphene on Co (200) substrate, which can gain a new insight into the growth mechanism of graphene. 展开更多
关键词 adsorption diffusion carbon Co surface first-principles calculations
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PERSISTENCE OF TWO-SPECIES AYALA COMPETITIVE MODEL WITH DIFFERENT DIFFUSIONS
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作者 原存德 裴永珍 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 1999年第4期118-125,共8页
In this paper, the stabilities of boundary equilibrium and positive equilibrium of two_species Ayala competitive systems with two different diffusions are discussed, and dynamic behaviors of species are obtained. At t... In this paper, the stabilities of boundary equilibrium and positive equilibrium of two_species Ayala competitive systems with two different diffusions are discussed, and dynamic behaviors of species are obtained. At the same time, the dynamic behaviors between systems with diffusion and those without diffusion are compared. This shows the influence of diffusions on the persistence of species. 展开更多
关键词 nonlinear competitive system DIFFUSION EQUILIBRIUM PERSISTENCE
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Practical stability and instability of regime-switching diffusions
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作者 G. George YIN Bo ZHANG Chao ZHU 《控制理论与应用(英文版)》 EI 2008年第2期105-114,共10页
This work is devoted to practical stability of a class of regime-switching diffusions. First, the notion of practical stability is introduced. Then, sufficient conditions for practical stability and practical instabil... This work is devoted to practical stability of a class of regime-switching diffusions. First, the notion of practical stability is introduced. Then, sufficient conditions for practical stability and practical instability in probability and in pth mean are provided using a Lyapunov function argument. In addition, easily verifiable conditions on drift and diffusion coefficients are also given. Moreover, examples are supplied for demonstration purposes. 展开更多
关键词 Regime-switching diffusion Practical stability Practical instability Sufficient condition
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A NOTE ON STOCHASTIC OPTIMAL CONTROL OF REFLECTED DIFFUSIONS WITH JUMPS
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作者 丁灯 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2000年第9期1079-1090,共12页
Stochastic optimal control problems for a class of reflected diffusion with Poisson jumps in a half-space are considered. The nonlinear Nisio' s semigroup for such optimal control problems was constructed. A Hamil... Stochastic optimal control problems for a class of reflected diffusion with Poisson jumps in a half-space are considered. The nonlinear Nisio' s semigroup for such optimal control problems was constructed. A Hamilton-Jacobi-Bellman equation with the Neumann boundary condition associated with this semigroup was obtained. Then, viscosity solutions of this equation were defined and discussed, and various uniqueness of this equation was also considered. Finally, the value function was such optimal control problems is shown to be a viscosity solution of this equation. 展开更多
关键词 stochastic optimal control reflected diffusion with jumps Hamilton-Jacobi-Bellman equation viscosity solution
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Estimation in Interacting Diffusions: Continuous and Discrete Sampling
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作者 Jaya Prakash Narayan Bishwal 《Applied Mathematics》 2011年第9期1154-1158,共5页
Consistency and asymptotic normality of the sieve estimator and an approximate maximum likelihood estimator of the drift coefficient of an interacting particles of diffusions are studied. For the sieve estimator, obse... Consistency and asymptotic normality of the sieve estimator and an approximate maximum likelihood estimator of the drift coefficient of an interacting particles of diffusions are studied. For the sieve estimator, observations are taken on a fixed time interval [0,T] and asymptotics are studied as the number of interacting particles increases with the dimension of the sieve. For the approximate maximum likelihood estimator, discrete observations are taken in a time interval [0,T] and asymptotics are studied as the number of interacting particles increases with the number of observation time points. 展开更多
关键词 Stochastic Differential Equations MEAN-FIELD Model Large INTERACTING Systems Diffusion Process Discrete Observations Approximate Maximum LIKELIHOOD ESTIMATION SIEVE ESTIMATION
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The Voice of Physics in Finance:A Glance on the Theoretical Application of Heat Equation to Stock Price Diffusions
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作者 Leonard Mushunje 《Journal of Economic Science Research》 2021年第1期1-4,共4页
Stock price volatility is considered the main matter of concern within the investment grounds.However,the diffusivity of these prices should as well be considered.As such,proper modelling should be done for investors ... Stock price volatility is considered the main matter of concern within the investment grounds.However,the diffusivity of these prices should as well be considered.As such,proper modelling should be done for investors to stay healthy-informed.This paper suggest to model stock price diffusions using the heat equation from physics.We hypothetically state that,our model captures and model the diffusion bubbles of stock prices with a better precision of reality.We compared our model with the standard geometric Brownian motion model which is the wide commonly used stochastic differential equation in asset valuation.Interestingly,the models proved to agree as evidenced by a bijective relation between the volatility coefficients of the Brownian motion model and the diffusion coefficients of our heat diffusion model as well as the corresponding drift components.Consequently,a short proof for the martingale of our model is done which happen to hold. 展开更多
关键词 Stock prices VOLATILITY Diffusion Heat equation Brownian motion model PHYSICS
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Inverse local time of one-dimensional diffusions and its comparison theorem
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作者 Zhen-Qing Chen Lidan Wang 《Science China Mathematics》 2025年第5期1201-1218,共18页
In this paper,we study the inverse local times at 0 of one-dimensional reflected diffusions on[0,∞)and establish a comparison principle for these inverse local times.We also provide applications to Green function est... In this paper,we study the inverse local times at 0 of one-dimensional reflected diffusions on[0,∞)and establish a comparison principle for these inverse local times.We also provide applications to Green function estimates for non-local operators. 展开更多
关键词 diffusion local time inverse local time SUBORDINATOR Lévy measure Girsanov transform comparison theorem Green function estimate
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Tanaka Formula and Local Time for a Class of Interacting Branching Measure-valued Diffusions
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作者 Donald A.DAWSON Jean VAILLANCOURT Hao WANG 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2024年第4期1059-1098,共40页
We construct superprocesses with dependent spatial motion(SDSMs)in Euclidean spaces R^(d)with d≥1 and show that,even when they start at some unbounded initial positive Radon measure such as Lebesgue measure on R^(d),... We construct superprocesses with dependent spatial motion(SDSMs)in Euclidean spaces R^(d)with d≥1 and show that,even when they start at some unbounded initial positive Radon measure such as Lebesgue measure on R^(d),their local times exist when d≤3.A Tanaka formula of the local time is also derived. 展开更多
关键词 Measure-valued diffusions stochastic partial differential equations SUPERPROCESSES branching processes local time Tanaka formula
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基于生成式人工智能的耀州青瓷传统牡丹纹饰构建与再塑研究 被引量:1
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作者 钦松 刘宝骏 +1 位作者 白晓波 刘俊玲 《包装工程》 北大核心 2025年第18期380-389,共10页
目的探究一种基于生成式人工智能技术拓展耀州青瓷传统牡丹纹饰的工作流程和设计方式。方法以耀州青瓷传统牡丹纹饰为研究对象,通过搭建多模型组合流程,对其进行数据整理、标签锚定和训练优化。使用生成式人工智能技术来获得特定风格牡... 目的探究一种基于生成式人工智能技术拓展耀州青瓷传统牡丹纹饰的工作流程和设计方式。方法以耀州青瓷传统牡丹纹饰为研究对象,通过搭建多模型组合流程,对其进行数据整理、标签锚定和训练优化。使用生成式人工智能技术来获得特定风格牡丹纹饰的智能生成方法,从而拓宽传统耀州青瓷牡丹纹饰样本数量,为设计师再创造提供海量素材。结果采用LoRA模型训练方式,仅需少量样本即可将耀州青瓷传统牡丹纹饰特征在Stable Diffusion中重现。结论在数智高速发展的背景下,该方式不仅符合新时代发展和满足独立知识产权的需要,而且为中国其他历史名窑的数字化传承提供了良好的可借鉴思路和方法。 展开更多
关键词 生成式人工智能 耀州青瓷传统牡丹纹饰 LoRA模型 Stable Diffusion
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基于AIGC技术下圈椅数字化修复应用研究 被引量:4
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作者 牛晓霆 刘祥源 《家具与室内装饰》 北大核心 2025年第3期9-15,共7页
自2022年以来,人工智能技术浪潮方兴未艾,也为中国传统家具技艺的保护与传承提供了新的思路。中国传统家具作为特定时期历史见证,具有重要的历史、文化以及艺术价值。同时家具与人们的生活密切相关,是一种大众化的实用器具,日常使用频繁... 自2022年以来,人工智能技术浪潮方兴未艾,也为中国传统家具技艺的保护与传承提供了新的思路。中国传统家具作为特定时期历史见证,具有重要的历史、文化以及艺术价值。同时家具与人们的生活密切相关,是一种大众化的实用器具,日常使用频繁,加之一些不可抗力因素,导致了大量的带有珍贵信息的传统家具受到了损害。旨在探索AIGC技术在传统家具数字化修复中新的路径,首先梳理了近几年利用AI技术在非物质文化遗产领域的保护应用,以经典传统家具圈椅为修复对象,研究其造型、结构、用材、装饰等可辨识特征构法,又对残损的圈椅样本进行残损分析研究。其次对存世经典圈椅进行系统化数字化采集和处理,建立一个LoRA模型训练的数据集。随后成功训练出可识别圈椅特征的微调LoRA模型,并搭建了一个数字化修复的节点式工作流,成功修复了圈椅缺失的结构,并进行了自定义场景的搭建与展示。通过一系列的技术应用与实践,进而形成了一套基于AIGC技术的高效率数字化修复流程,探讨了AIGC技术下数字化修复的程序与路径,为传统家具与数字化技术的融合提供了新的途径。 展开更多
关键词 AIGC 圈椅 数字化修复 LoRA Stable Diffusion
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AI绘图助力三维设计发展——以Stable Diffusion为例 被引量:2
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作者 刘凇麟 杨蕾颖 《昆明冶金高等专科学校学报》 2025年第1期61-69,共9页
AI绘图工具是利用人工智能技术,通过本地部署训练辅助或完全自动生成绘画作品的软件工具。目前常用的AI绘图工具有DALL-E 2、Midjourney、Stable Diffusion等,其中以Stable Diffusion使用最为广泛。通过不断更新图像的噪声分布,软件在... AI绘图工具是利用人工智能技术,通过本地部署训练辅助或完全自动生成绘画作品的软件工具。目前常用的AI绘图工具有DALL-E 2、Midjourney、Stable Diffusion等,其中以Stable Diffusion使用最为广泛。通过不断更新图像的噪声分布,软件在本地计算机上生成高质量图像。以实际设计项目为例,应用Stable Diffusion在三维设计中帮助设计师快速生成草图和效果图,得到多种设计风格和创作方式,大大提高了设计的效率和乐趣,实践证明AI绘图工具在环境艺术设计、建筑设计等多个领域具有巨大的应用潜力。 展开更多
关键词 AI绘图 Stable Diffusion 三维设计
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基于SD-LoRA模型的西兰卡普纹样智能生成研究
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作者 吴卫 丁雨欣 李芷仪 《包装工程》 北大核心 2025年第16期360-371,430,共13页
目的传承保护和创新发展土家族非物质文化遗产--西兰卡普传统织锦工艺,助力解决传统手工艺风格复原难、图案创新效率低等问题。方法提出一种通过LoRA模型微调Stable Diffusion的智能生成方法,通过对西兰卡普图纹形象、构成布局、色彩运... 目的传承保护和创新发展土家族非物质文化遗产--西兰卡普传统织锦工艺,助力解决传统手工艺风格复原难、图案创新效率低等问题。方法提出一种通过LoRA模型微调Stable Diffusion的智能生成方法,通过对西兰卡普图纹形象、构成布局、色彩运用三大特征维度的深度解析,构建精标数据集,并利用LoRA模型对Stable Diffusion进行精准微调,以完成少样本风格迁移实验。结果通过艺术与技术的结合,不仅实现了西兰卡普风格的精确捕捉与复现,还完成了高质量图案的智能生成。结论在西兰卡普的特征提取与智能生成方面,通过现代设计方法与智能生成技术的深度融合,使其在顺应现代发展趋势、完成活态传承任务的同时,为同类研究提供了创新性的思路与方法。 展开更多
关键词 西兰卡普 Stable Diffusion LoRA 少样本风格迁移 智能生成
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基于AIGC技术的民族服饰设计研究——以畲族为例 被引量:7
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作者 吴海鸣 陈敬玉 《丝绸》 CAS 北大核心 2025年第1期20-29,共10页
民族服饰的当代创新需要在创作过程中寻求民族传统与现代审美的最佳平衡点,生成式人工智能(AIGC)技术的出现为民族服饰的当代设计应用提供了新的路径和方法。文章通过分析目前人工智能技术在民族服饰生成过程中遇到的问题,提出基于专属... 民族服饰的当代创新需要在创作过程中寻求民族传统与现代审美的最佳平衡点,生成式人工智能(AIGC)技术的出现为民族服饰的当代设计应用提供了新的路径和方法。文章通过分析目前人工智能技术在民族服饰生成过程中遇到的问题,提出基于专属资源库模型训练的方法并以畲族服饰为例进行实验。实验表明,通过对畲族资源库中的服饰样本进行品类归纳和图像标注进行专属模型的训练,可以使被训练的模型理解、学习到资源库样本中畲族服饰的特征,进而使生成的内容具有畲族服饰风格的图像。通过这一实验,展示了人工智能技术给民族服饰创新设计带来的全新思路和方法,旨在建立一条民族服饰设计与AIGC技术相结合的创新实践路径,通过AIGC技术能促进民族服饰设计的创新性发展和创造性转化。 展开更多
关键词 AIGC 民族服饰 辅助设计 畲族 Stable Diffusion Low-Rank Adaptation CHECKPOINTS
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AI大模型在公共图书馆少儿读者服务中的创新应用探索 被引量:3
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作者 周向成 周江纯 +4 位作者 施泽昊 蔡文杰 蔡丹丹 郭涵 吴颖 《信息与管理研究》 2025年第1期46-54,共9页
公共图书馆可部署开源的AI大模型,为读者提供有趣且易用的AI体验应用。上海图书馆利用Stable Diffusion技术二次开发了用户友好的文生图大模型工具,并举办活动让少儿读者亲身体验AI绘图这一新技术。这种创新实践不仅降低了AI使用的上手... 公共图书馆可部署开源的AI大模型,为读者提供有趣且易用的AI体验应用。上海图书馆利用Stable Diffusion技术二次开发了用户友好的文生图大模型工具,并举办活动让少儿读者亲身体验AI绘图这一新技术。这种创新实践不仅降低了AI使用的上手门槛,激发了少儿读者对AI的兴趣,促进了技术的普及。未来图书馆可进一步部署多模态大模型,提供更多样化的服务,构建全方位的AI素养教育体系,并利用AI大模型技术助力图书馆转型升级,提升核心竞争力。 展开更多
关键词 公共图书馆 AI大模型 少儿读者 Stable Diffusion 创新服务
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传统纹样的数智生成与创新设计应用 被引量:2
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作者 吴思熠 闫竞文 +1 位作者 陆垠蕾 徐平华 《针织工业》 北大核心 2025年第3期61-66,共6页
数智时代浪潮下,中国传统纹样的数字传承与创新迎来新机遇。文章旨在探讨利用人工智能技术实现对传统纹样的活化与创新设计。以宝相花纹样为研究对象,剖析其基本形态与结构特征,构建模型训练专用数据集;借助Stable Diffusion WebUI平台... 数智时代浪潮下,中国传统纹样的数字传承与创新迎来新机遇。文章旨在探讨利用人工智能技术实现对传统纹样的活化与创新设计。以宝相花纹样为研究对象,剖析其基本形态与结构特征,构建模型训练专用数据集;借助Stable Diffusion WebUI平台,利用LoRA模块进行专有模型训练,生成近似风格的纹样。结果表明,基于LoRA模型训练出的宝相花纹样风格近似,形式统一性强,生成效率高。在此基础上,围绕针织服装服饰等产品进行创新设计实践,为数智时尚设计中纹样创新应用提供一般范式。 展开更多
关键词 传统纹样 Stable Diffusion LoRA 人工智能 创新设计
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Talagrand's T_(2)-transportation Inequality w.r.t.a Uniform Metric for Diffusions 被引量:12
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作者 Li-ming Wu Zheng-liang Zhang 《Acta Mathematicae Applicatae Sinica》 SCIE CSCD 2004年第3期357-364,共8页
Using the method of Girsanov transformation,we establish the Talagrand’s T_(2)-inequality for diffusion on the path space C([0,N],Rd)with respect to a uniform metric,with the constant independent of N.This improves t... Using the method of Girsanov transformation,we establish the Talagrand’s T_(2)-inequality for diffusion on the path space C([0,N],Rd)with respect to a uniform metric,with the constant independent of N.This improves the known results for the L 2-metric. 展开更多
关键词 Transportation inequalities diffusions Girsanov transformation
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