
Probability and Stochastic Processes
Code: 107844Credits: 6
| Degree programme | Type | Course |
|---|---|---|
| Electronic Engineering for Telecommunications | FB | 1 |
| Telecommunication Systems Engineering | FB | 1 |
Contact lecturer
- Name :
- Armengol Gasull Embid
- Email :
- armengol.gasull@uab.cat
Teaching staff
- Joan Porti Pique
- Salim Boukfal Lazaar
- Francisco Javier Delgado Vences
Group languages
You can consult this information at the end of the document.
Prerequisites
Differential and integral calculus.
Objectives
To familiarize the student with the techniques and methods of probabilistic modeling using random variables and stochastic processes. To develop the ability to apply these techniques in the resolution of practical problems, common in the engineering profession, for which a probabilistic mathematical model can provide a more appropriate solution than a deterministic model.
Learning outcomes
Electronic Engineering for Telecommunications
- KU101 (Interpret random phenomena using probability theory and statistics.) Interpret random phenomena using probability theory and statistics.
- SU109 (Evaluate probabilities in random events in telecommunications engineering.) Evaluate probabilities in random events in telecommunications engineering.
- SU110 (Evaluate statistical parameters of variables and processes in telecommunications engineering.) Evaluate statistical parameters of variables and processes in telecommunications engineering.
- SU111 (Express themselves appropriately using basic mathematical language in telecommunications engineering.) Express themselves appropriately using basic mathematical language in telecommunications engineering.
Telecommunication Systems Engineering
- KU101 (Interpret random phenomena using probability theory and statistics.) Interpret random phenomena using probability theory and statistics.
- SU109 (Evaluate probabilities in random events in telecommunications engineering.) Evaluate probabilities in random events in telecommunications engineering.
- SU110 (Evaluate statistical parameters of variables and processes in telecommunications engineering.) Evaluate statistical parameters of variables and processes in telecommunications engineering.
- SU111 (Express themselves appropriately using basic mathematical language in telecommunications engineering.) Express themselves appropriately using basic mathematical language in telecommunications engineering.
Contents
1. Probability
- Randomness, probability spaces and Kolmogorov's axioms
- Combinatorics
- Independence and conditional probability
- Total probability formula and Bayes' formula.
2. Discrete random variables
- Probability and distribution functions
- Expectation, variance and standard deviation
- Binomial, geometric, Poisson and other distributions
3. Continuous random variables
- Density and distribution functions
- Expectation, variance and standard deviation
- Chebyshev's inequality
- Exponential, uniform, normal and other distributions
4. Random vectors
- Joint and marginal distribution of two or more random variables
- Conditional distributions. Independence
- Conditional expectation, covariance and correlation coefficient
- Bivariate and multivariate normal distribution
5. Convergence of sequences of random variables
- Law of large numbers
- Central limit theorem. Approximations to the normal.
6. Stochastic processes
- Basic definitions: trajectories and finite-dimensional distributions
- Strictly stationary (SS) and weakly stationary (WS) processes
- Cyclo-stationary processes
Learning activities and methodology
| Title | Hours | ECTS | Learning outcomes |
|---|---|---|---|
| Student's individual work | 94 | 3.76 | |
| Theory classes | 36 | 1.44 | |
| Problem classes | 12 | 0.48 |
The subject has three hours of theory per week. They will be taught in the traditional way with a blackboard. In these classes, the main ideas on the various topics will be given, showing examples and applications. The student will receive lists of exercises and problems that will be worked on in the weekly problem class. Previously, during their non-face-to-face activity, they will have to read and think about the proposed exercises and problems.
The UAB virtual campus will be used regularly to communicate with students and to share useful materials for the course.
Assessment
Continuous assessment activities
| Title | Weight | Hours | ECTS | Learning outcomes |
|---|---|---|---|---|
| Test 2 | 40% | 3 | 0.12 | KU101, SU109, SU110, SU111 |
| Problems evaluation-2 | 10% | 1 | 0.04 | KU101, SU109, SU110, SU111 |
| Test 1 | 40% | 3 | 0.12 | KU101, SU109, SU110, SU111 |
| Problems evaluation-1 | 10% | 1 | 0.04 | KU101, SU109, SU110, SU111 |
There will be four grades (over 10) to evaluate the course continuously:
- Partial Exam 1 (EP1) and Partial Exam 2 (EP2). Problems similar to those worked on during the problem classes and some theoretical questions will have to be solved.
- Problem Assessment 1 (AP1) and Problem Assessment 1 (AP2). Multiple-choice exams on basic content worked on in the subject.
The course grade (Q) will be obtained using the formula,
Q = 0.4 EP1+0.4 EP2+0.1 AP1+0.1 AP2
Students who obtain Q>=5 will have passed the subject and will have this course grade.
For students who do not pass, there will be a single retake exam that will be on the entire course subject, with a grade of Q2, over 10, which will replace the four continuous assessment tests. To pass the subject, Q2 must be greater than or equal to 5.
Bibliography
BASICS:
Software
No specific software will be used.
Course groups and languages
The information provided is provisional until November 30. After this date, you will be able to consult the language of each group through this link. To access the information, you will need to enter the course CODE
| Type of teaching | Group | Language | Semester | Shift |
|---|---|---|---|---|
| (TE) Theory | 31 | Catalan/Spanish | second semester | morning-mixed |
| (TE) Theory | 33 | Catalan/Spanish | second semester | morning-mixed |
| (TE) Theory | 51 | Catalan/Spanish | second semester | afternoon |
| (PAUL) Classroom practices | 311 | Catalan/Spanish | second semester | morning-mixed |
| (PAUL) Classroom practices | 312 | Catalan/Spanish | second semester | morning-mixed |
| (PAUL) Classroom practices | 331 | Catalan/Spanish | second semester | morning-mixed |
| (PAUL) Classroom practices | 332 | Catalan/Spanish | second semester | morning-mixed |
| (PAUL) Classroom practices | 511 | Catalan/Spanish | second semester | afternoon |