Stochastic processes

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National Research University Higher School of Economics

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The purpose of this course is to equip students with theoretical knowledge and practical skills, which are necessary for the analysis of stochastic dynamical systems in economics, engineering and other fields. More precisely, the objectives are 1. study of the basic concepts of the theory of stochastic processes; 2. introduction of the most important types of stochastic processes; 3. study of various properties and characteristics of processes; 4. study of the methods for describing and analyzing complex stochastic models. Practical skills, acquired during the study process: 1. understanding the most important types of stochastic processes (Poisson, Markov, Gaussian, Wiener processes and others) and ability of finding the most appropriate process for modelling in particular situations arising in economics, engineering and other fields; 2. understanding the notions of ergodicity, stationarity, stochastic integration; application of these terms in context of financial mathematics; It is assumed that the students are familiar with the basics of probability theory. Knowledge of the basics of mathematical statistics is not required, but it simplifies the understanding of this course. The course provides a necessary theoretical basis for studying other courses in stochastics, such as financial mathematics, quantitative finance, stochastic modeling and the theory of jump - type processes. Do you have technical problems? Write to us: coursera@hse.ru

随机过程:本课程的目的是为学生提供理论知识和实践技能,这是分析经济学,工程学和其他领域的随机动力系统所必需的。 更准确地说,目标是 1.研究随机过程理论的基本概念; 2.介绍最重要的随机过程类型; 3.研究过程的各种性质和特征; 4.研究描述和分析复杂随机模型的方法。 在学习过程中获得的实践技能: 1.理解最重要的随机过程类型(泊松,马尔可夫,高斯,维纳过程及其他),并找到在经济,工程和其他领域出现的特定情况下建模最合适的过程的能力; 2.了解遍历性,平稳性,随机整合的概念;在金融数学中应用这些术语; 假定学生熟悉概率论的基础。不需要掌握数学统计的基础知识,但是可以简化对本课程的理解。 本课程为学习其他随机课程提供必要的理论基础,例如金融数学,定量金融,随机建模和跳跃式过程理论。 你有技术上的问题吗?写信给我们:coursera@hse.ru

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