==== Math 227C / CS 285: An Introduction to Stochastic Differential Equations ==== == Course information == * Instructor: Xiaohui Xie * Meeting information: * Regular lecture: TT 3:00-4:20 * Meeting place: ICS 213 == Prerequisites == * multivariate calculus, linear algebra, elementary differential equations (at the level of Math 3D at UCI), and (helpful to know) some elementary probability == Course Description == Tentative topics: * Markov Chains and Linear Difference Equations * Continuous Time Markov Processes * Poisson Counters and Differential Equations * Wiener Processes and Differential Equations * Ito's calculus and Ito Formula * Diffusion, Fokker-Planck Equations * Probability space, Foundation of stochastic processes * Conditional Expectation, Martingales * Markov Properties, Feymann-Kac Theorem, Kolmogorov backward equation * Application to stochastic control * Application to filtering problems * Application to population genetics == Lecture notes == * [http://www.ics.uci.edu/~xhx/courses/math227c/CourseScribeNotes.pdf Combined scribe notes] * [http://www.ics.uci.edu/~xhx/courses/math227c/lecture1.pdf Lecture 1] * [http://www.ics.uci.edu/~xhx/courses/math227c/lecture2.pdf Lecture 2] * [http://www.ics.uci.edu/~xhx/courses/math227c/lecture3.pdf Lecture 3] * [http://www.ics.uci.edu/~xhx/courses/math227c/lecture4.pdf Lecture 4] * [http://www.ics.uci.edu/~xhx/courses/math227c/lecture7.pdf Lecture 7] * [http://www.ics.uci.edu/~xhx/courses/math227c/lecture9.pdf Lecture 9] * [http://www.ics.uci.edu/~xhx/courses/math227c/lecture10.pdf Lecture 10] * [http://www.ics.uci.edu/~xhx/courses/math227c/lecture11.pdf Lecture 11] * [http://www.ics.uci.edu/~xhx/courses/math227c/lecture12.pdf Lecture 12] * [http://www.ics.uci.edu/~xhx/courses/math227c/lecture13.pdf Lecture 13] * [http://www.ics.uci.edu/~xhx/courses/math227c/lecture14.pdf Lecture 14] * [http://www.ics.uci.edu/~xhx/courses/math227c/lecture17.pdf Lecture 17] * [http://www.ics.uci.edu/~xhx/courses/math227c/lecture18.pdf Lecture 18] * [http://www.ics.uci.edu/~xhx/courses/math227c/lecture19.pdf Lecture 19] == Textbook == * Stochastic Differential Equations: An Introduction with Applications by Bernt Øksendal == Homework == * [https://eee.uci.edu/14s/35340/home/ps1.pdf Assignment #1] Due date: 04/17 (Thur) before class. * [https://eee.uci.edu/14s/35340/home/ps2.pdf Assignment #2] Due date: 05/01 (Thur) before class. * [http://www.ics.uci.edu/~xhx/courses/math227c/ps3.pdf Assignment #3] Due date: 05/15 (Thur) before class. * [https://eee.uci.edu/14s/35340/home/ps4.pdf Assignment #4] Due date: 05/29 (Thur) before class. == Exam == * [https://eee.uci.edu/14s/35340/home/final14.pdf Final Exam] Due date: 06/10 (Tues) before 5pm.