Quant analysis on Portfolio Optimization
What you'll learn
- Portfolio Optimization
- The effect of uncertain asset prices
- The effect of deterministic asset prices
- Coding in GAMS
- Coding in FICO
- Stochastic Optimization application in Finance
Course content
- Preview02:12
- Preview00:57
- Preview01:05
- Preview01:31
- Preview02:44
- Preview04:56
- Preview05:31
Requirements
- There are no pre-requisites. We start from zero.
Description
We develop Stochastic Optimization models and apply them to Finance. Specifically...
a) We install FICO and GAMS software and learn the fundamental code needed.
b) We define what Stochastic Optimization is, what a scenario is, what uncertainty is, what the levels of uncertainty are,
what a Scenario Tree is , and we look at mathematical formulations for Stochastic Optimization.
c) We apply Stochastic Optimization to Finance. Specifically we build a Portfolio Optimization model. We use FICO and GAMS software tools.
d) We learn the differences between deterministic and stochastic optimization. The code is significantly different in these two versions of optimization.
e) We conduct sensitivity analyses on stochastic optimization problems.
The entire FICO and GAMS code, and complementary material used in this course, are all available to download.
No prerequisites are specified for this course.
We start, literally, from the very beginning and build , step by step, the necessary knowledge.
In case you have difficulties , please feel free to post them in the Q & A section.
Thank you, and see you in the course.
Any questions you may have please feel free to message me or to simply participate in the Q and A section inside the course.
This will allow you to engage with fellow researchers and finance audience.
Who this course is for:
- Quant Researchers
- PhD Students and Academics
- Investors and Enterpreneurs
- Postgraduate students with an interest in finance
Instructor
![Dr. Spyros Giannelos .](data:image/svg+xml,%3Csvg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 64 64"%3E%3C/svg%3E){kind=avatar}
- 5.0 Instructor Rating
- 196 Reviews
- 1,597 Students
- 4 Courses
Having acquired expertise in Analytics and Optimization, there is no greater satisfaction than passing high-quality knowledge to aspiring Data Scientists, Engineers and Entrepreneurs. I have obtained a PhD in Mathematical Optimization from Imperial College London, and I would like to share with you my passion for this field of science.