National Tsing Hua University
Department of Computer Science
- Course Title:
CS 3332
01
Probability
Score Report of 2015
- Credits:
3 (Spring, 2015)
- Classes:
10:10-12:00 Wednesday, 11:10-12:00 Friday at Delta 109
- Instructor:
Dr. Chaur-Chin Chen, http://www.cs.nthu.edu.tw/~cchen
- Tel/E-mail:
(03) 573-1078, cchen@cs.nthu.edu.tw at EECS Rm 539
- Prerequisites:
Calculus (I,II), Data Structure, C/C++ or Java, [Linear Algebra, Matlab]
- Contents:
- 0. Course Description
1974-2019 Demographic Data
agepie.m
1981-2014 Birth Data
curvebirth.m
Prerequisites and Perspective
Matlab Practice
- 1. Chap 1: Introduction
Histogram of Lenna
Histograms of Color Images
Matlab Code
GPA Data
Matlab Code
GPA Plot
- 2. Chap 2: Discrete Distributions
- 3. Chap 3: Continuous Distributions
Some Continuous Distributions
Matlab Codes
TableVa for N(0,1)
TableVb for N(0,1)
Table IV Chi^2(r)
- 4. Chap 4: Multivariate Distributions
Cholesky Algorithm
- 5. Chap 5: Distributions of Functions of Random Variables
Beta Distribution
Order Statistics
- 6. Chap 6: Parameter Estimation
- 7. Chap 7: Tests of Statistical Hypothesis
- 8. Chap W: Weibull Distribution
Rayleigh Distribution
Normal Distribution
Exponential Distribution
Gamma Distribution
Chi-Square Distribution
Binomial Distribution
Poisson Distribution
Geometric Distribution
Negative Binomial Distribution
Textbooks:
- 1. R.V. Hogg and E.A. Tanis, and D.L. Zimmerman,
Probability and Statistical Inference, Ninth Ed., Pearson Global Edition, 2015.
- 2. Online Lecture Notes
References:
- 1. J.K. Blitzstein and J. Hwang, Introduction to Probability,
CRC Pres, A Chanpman and Hall Book (2015).
- 2. S. Ghahramani, Fundamentals of Probability with Stochastic
Processes, 3rd ed., Prentice-Hall (2005).
- 3. J.A. Gubner, Probability and Random Processes
for Electrical and Computer Engineers, Cambridge Press (2006)
- 4. D. Hanselman and B. Littlefield, Mastering MatLab 8 (2013)
- 5. R.V. Hogg, J. McKean, and A.T. Craig, Introduction to
Mathematical Statistics, Pearson Education Limited (2014)
- 6. A. Leon-Garcia, Probability, Statistics, and Random Processes
for Electrical Engineering, 3rd ed., Pearson Education, Inc. (2009)
- 7. S.G. Miaou and J.S. Chou, Fundamnetals of Probability and
Statistics, Gau Lih Books Co., LTD., Taiwan (2012)
- 8. S.M. Ross,
Introduction to Probability and Statistics for Engineers and Scientists
(v4, 2009)
Grading:
- (30%) Assignments and Class Attendance
-
Homework Format
- Assignment 1
Partial Solutions
Data for Problem(12)
- Assignment 2
Partial Solutions
- Assignment 3
Partial Solutions
- Assignment 4
Partial Solutions
- (70%) Exams
- Exam 1
Solutions for Exam 1
Summary Statistics of Exam 1
- Exam 2
Solutions for Exam 2
Summary Statistics of Exam 2
Updated on April 12, 2020