R, 6:00pm to 9:00pm
Tisch T201
Final Exam:
Schedule exceptions
Class will not meet on:
Class will meet on:
OBJECTIVES OF THE COURSE
Courses offered in Statistics can be broadly categorized as methodological with emphasis on applications and theory. The course Introduction to the Theory of Probability is a THEORY course. It is designed to present the major ideas of probability distribution theory assuming a mathematical background consisting of two semesters of calculus and one semester of linear algebra. The course should serve as background preparation for many courses including applied statistics, stochastic processes, mathematical finance, and actuarial science. In particular, the course will cover concepts needed for 50% of the first actuarial exam: Mathematical Foundations of Actuarial Science (the remaining 50% of the exam is Calculus). It is the prerequisite course for Stochastic Processes I, Statistics and Regression Analysis, and is a required course in the Ph.D. Core. The course emphasis will be the formulation of probability models in order to describe underlying generating processes. All concepts will be illustrated with examples and presented to the students in the form of problems to be solved. Required material will be presented in class and students will be urged to participate in the development of these concepts.
V63.0121 Calculus1 and V63.0122 Calculus II
C. READING AND ASSIGNMENT LIST
Reading by topic for each text, and homework problems assigned from (HC).
READING 
ASSIGNMENTS in (HC) 
1. General Concepts of Probability (HC) Chapter 1, Sections 14 (HT) Chapters 1, 2 (R) Chapter 1 
Attached 
2. Random Variables, Probability Functions And Distribution Functions
(HC) Chapter 1, Sections 57 (HT) Chapter 3, Sections 23 (HT) Chapter 4, Pgs. 180184 (R) Chapter 2, Pgs. 3335 and 4648 
Page 40: 1, 2, 4, 5, 8 
3. Mathematical Expectation (HC) Chapter 1, Sections 810 (HT) Chapter 3, Sections 23 (HT) Chapter 4, Pgs. 184188 (R) Chapter 4, Sections 12 
Page64: 18,17,18 Page72: 2, 3

4. Multivariate Distributions (HC) Chapter 2 (HT) Chapter 11, Sections 13 (R) Chapter 3, Sections 16 (R) Chapter 4, Sections 34 
Page 83: 6, 7, 8 Page 99: 1, 2, 3, 4, 10 Page 107: 1, 3, 7 Page 114: 2, 4, 8, 9 Page 122: 3, 8 
5. Special Distributions (HC) Chapter 3, Sections 12 (Discrete) (HC) Chapter 3, Section 3 and 6 (Normal Related) (HC) Chapter 3, Section 4 (Normal not 3, 4.1) (HC) Chapter 3, Section 5 (Multivariate Normal not 3, 5.1) 1. Let X_{1}, X_{2}, and X_{3} be random variables with equal variances but with correlation coefficients r_{12} = 0.3, r_{13} = 0.5 and r_{23} = 0.2. Find the correlation coefficient of the linear functions Y = X_{1 }+ X_{2} and Z = X_{2} + X_{3}. 2. Find the variance of the sum of 10 random variables if each has variance 5 and if each pair has correclation coefficient 0.5 (HT) Chapter 3, Sections 47 (HT) Chapter 4, Sections 24 (HT) Chapter 11, Sections 45 (R) Chapter 2, Sections 12 
Page 140: 16, 18, 19 Page 147: 15, 8 Page 157: 15, 1821 Page 168: 26, 914 Page 179: 2, 5, 10 Extra Problems 
6. Distribution of Functions of Random Variables (HC) Chapter 4 (HT) Chapter 3, Section 8 (HT) Chapter 4, Section 5 (HT) Chapter 5, Sections 13 (R) Chapter 2, Sections 34 (R) Chapter 3, Sections 78 (R) Chapter 4, Sections 56 (R) Chapter 6 (R) Chapter 11, Section 6 
Page 188: 8  11 Page 201: 4, 5, 9, 16 Let X_{1} and X_{2 } be independent random variables. Let X_{1 }and Y = X_{1 }+ X_{2 } have chisquare distributions with r_{1} and r degrees of freedom, respectively. Here r_{1} < r. Show that X_{2} has a chisquare distribution with r – r_{1} degrees of freedom. Hint: Write M (t) = E(e^{1(x}_{1}+^{x}_{2}^{)} and make use of the independence of X_{1}.

7. Limit Theorems (HC) Chapter 5 (HT) Chapter 5, Sections 46 (R) Chapter 5 
Page 225: 1 3, 5, 7, 9 
8. Point Estimation (HC) Chapter 6, Section 1 (HT) Chapter 6, Section 1 (R) Chapter 8, Section 1, up to Pg. 258 
Page 318: 1, 3, 6 
Homework Set 1
1. How many twodigit numbers can be formed with the integers 1, 2, 3, 4, 5, if duplication of the integers is not allowed? If duplication is allowed?
2. How many threedigit numbers can be formed from 0, 1, 2, 3, 4, if duplication is not allowed? How many of these are even?
3. There are six roads from A to B and three roads from B to C. In how any ways can one go from A to C via B?
4. How many different sums of money can be formed with at most one of the six kinds of coins minted by the United States Treasury (penny, nickel, dime, quarter, half dollar, and dollar)?
5. In a baseball league of eight teams, how many games will be necessary if each team is to play every other team twice at home?
6. How many signals can a ship show with five different flags if there are five significant positions on the flagpole?
7. Six dice are tossed. What is the probability that every possible number will appear?
8. Seven dice are tossed. What is the probability that every number appears
9. An urn contains four white and five black balls; a second urn contains five white and four black ones. One ball is transferred from the first to the second urn; then a ball is drawn from the second urn. What is the probability that it is white?
10. In the above problem suppose that two balls, instead of one, are transferred from the first to the second urn. Find the probability that a ball then drawn from the second urn will be white.
11. The game of craps is played with two dice as follows: In a particular game one person throws the dice. He wins on the first throw if he gets 7 or 11 points; he loses on the first throw if he gets 2, 3, or 12 points. If he gets 4, 5, 6, 8 9, or 10 points on the first throw, he continues to throw the dice repeatedly until he produces either a 7 or the number first thrown; in the latter case he wins, in the former he loses. What is his probability of winning?
A. TEXT
You may select one of the three texts for the course. The homework problems will be from Hogg and Craig 6th edition.
B. GRADING
Problem assignments will be given at the end of each session and will be submitted the following week for review. All assignments must be completed. Each week two problems from the homework will be graded. The final grade is computed as:
Category 
Percentage 
Classroom Participation 
10% 
Graded Homework Problems 
30% 
Final Examination 
60% 
At NYU Stern we seek to teach challenging courses that allow students to demonstrate their mastery of the subject matter. In general, students in undergraduate core courses can expect a grading distribution where:
Note that while the School uses these ranges as a guide, the actual distribution for this course and your own grade will depend upon how well you actually perform in this course.
Attendance
Participation
Inclass contribution is a significant part of your grade and an important part of our shared learning experience. Your active participation helps me to evaluate your overall performance.
You can excel in this area if you come to class on time and contribute to the course by:
Assignments
Classroom Norms
General Behavior
The School expects that students will conduct themselves with respect and professionalism toward faculty, students, and others present in class and will follow the rules laid down by the instructor for classroom behavior.
Collaboration on Graded Assignments
Students may work together on assignment but each person is expected to submit his/her own work.
Integrity is critical to the learning process and to all that we do here at NYU Stern. As members of our community, all students agree to abide by the NYU Stern Student Code of Conduct, which includes a commitment to:
The entire Stern Student Code of Conduct applies to all students enrolled in Stern courses and can be found here:
Undergraduate College: http://www.stern.nyu.edu/uc/codeofconduct
Graduate Programs: http://w4.stern.nyu.edu/studentactivities/involved.cfm?doc_id=102505
To help ensure the integrity of our learning community, prose assignments you submit to Blackboard will be submitted to Turnitin. Turnitin will compare your submission to a database of prior submissions to Turnitin, current and archived Web pages, periodicals, journals, and publications. Additionally, your document will become part of the Turnitin database.
Your class may be recorded for educational purposes
If you have a qualified disability and will require academic accommodation of any kind during this course, you must notify me at the beginning of the course and provide a letter from the Moses Center for Students with Disabilities (CSD, 9984980, www.nyu.edu/csd) verifying your registration and outlining the accommodations they recommend. If you will need to take an exam at the CSD, you must submit a completed Exam Accommodations Form to them at least one week prior to the scheduled exam time to be guaranteed accommodation.
Guidelines for Group Projects
Business activities involve group effort. Consequently, learning how to work effectively in a group is a critical part of your business education.
Every member is expected to carry an equal share of the group’s workload. As such, it is in your interest to be involved in all aspects of the project. Even if you divide the work rather than work on each piece together, you are still responsible for each part. The group project will be graded as a whole: its different components will not be graded separately. Your exams may contain questions that are based on aspects of your group projects.
It is recommended that each group establish ground rules early in the process to facilitate your joint work including a problemsolving process for handling conflicts. In the infrequent case where you believe that a group member is not carrying out his or her fair share of work, you are urged not to permit problems to develop to a point where they become serious. If you cannot resolve conflicts internally after your best efforts, they should be brought to my attention and I will work with you to find a resolution.
You will be asked to complete a peer evaluation form to evaluate the contribution of each of your group members (including your own contribution) at the conclusion of each project. If there is consensus that a group member did not contribute a fair share of work to the project, I will consider this feedback during grading.
The process of assigning grades is intended to be one of unbiased evaluation. Students are encouraged to respect the integrity and authority of the professor’s grading system and are discouraged from pursuing arbitrary challenges to it.
If you believe an inadvertent error has been made in the grading of an individual assignment or in assessing an overall course grade, a request to have the grade reevaluated may be submitted. You must submit such requests in writing to me within 7 days of receiving the grade, including a brief written statement of why you believe that an error in grading has been made.