Probability and Stochastics for Finance
Offered By: NPTEL via YouTube
Course Description
Overview
This course provides the minimum mathematical requirements to study mathematical finance or more precisely the pricing of financial derivatives.
Syllabus
Lecture 1: Basic Probability.
Lecture 2: Interesting problems in probablity.
Lecture 3: Random Variables, Distribution Functions & Independence.
Lecture 5: Law of Large Numbers & Central Limit Theorem.
Lecure 4: Cheybyshev Inequality, Borel-Cantelli lemmas & related issues.
Conditional Expectation-I.
Conditional Expextation-II.
Martingales.
Brownian Motion-I.
Brownian Motion-II.
Brownian Motion-III.
Ito Integral-I.
Ito Integral-II.
Ito Calculus-I.
Ito Calculus-II.
Ito Integrals in Higher Dimension.
An Application to Ito Integrals I.
An Application to Ito Integral II.
Black Scholes Formula I.
Black Scholes Formula II.
Taught by
Probability and Stochastics for finance
Tags
Related Courses
Design of Computer ProgramsStanford University via Udacity Intro to Statistics
Stanford University via Udacity Health in Numbers: Quantitative Methods in Clinical & Public Health Research
Harvard University via edX Mathematical Biostatistics Boot Camp 1
Johns Hopkins University via Coursera Statistics
San Jose State University via Udacity