Git Product home page Git Product logo

robust-and-stochastic-portfolio-optimization's Introduction

Robust-and-Stochastic-Portfolio-Optimization

National Tsing Hua Univeristy 2021 Fall

Instructor : Professor Chung-Han,Hsieh

  • One of the most amazing course that I have taken in my life.

Course Inforamtion : https://sites.google.com/a/wisc.edu/chhsieh/home/teaching/robust-and-stochastic-portfolio-optimization?authuser=0

Assignment

Assignment 01 (Optimization Model and Some Preliminaries)

Assignment 02 (Convex Sets)

Assignment 03 (Convex Functions)

Assignment 04 (Convex Optimization)

Assignment 05 (Robust and Stochastic Portfolio Optimization)

Assignment 06 (Black-Litterman and Factor Models)

Assignment 07 (On Coerciveness and Coherent Risks)

Course Syllabus

Part 1: Review: Convex Optimization

  • Convex Sets

  • Convex Functions

  • Convex Optimization Problems

  • Optimization Under Uncertainty

Part 2: Classical Portfolio Optimization and Extensions

  • Portfolio Selection Problem

  • Optimal Portfolio Growth Problem

  • Various Portfolio Risk Constraints

Part 3: Robust Parameter Estimation

  • Forecasting Expected Return and Risk

  • Robust Estimation

  • The Black-Litterman Model

Part 4: Robust and Stochastic Portfolio Optimization

  • Robust Portfolio Allocation

  • Portfolio Selection and Rebalancing As a Stochastic Control Problem

Part5: Special Topis

  • Special Topic: Stochastic Drawdown Risks

  • Special Topic: Chance Constrained Optimization

  • Special Topic: Distributional Robust Optimization

Example Programming HW

Screen Shot 2023-01-20 at 3 44 32 PM

Screen Shot 2023-01-20 at 3 44 54 PM

Screen Shot 2023-01-20 at 3 45 14 PM

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.