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Crash course on probability

An alignment course for students who will enrol in the Master's Degree in Statistical Sciences for the academic year 2024/25 and need to brush up on some basic probability topics

from 10 September 2024 at 09:00 to 13 September 2024 at 13:00

In presence and online event

An alignment course for students who have been admitted to the Master's Degree in Statistical Sciences for the academic year 2024/25 and need to brush up on some basic probability topics has been organised.

The course lasts a total of 12 hours; it is scheduled to take place in a classroom in the week between 9 September and 13 September. The complete calendar of lectures is available on this webpage:

https://corsi.unibo.it/2cycle/StatisticalSciences/timetable?anno=1&curricula=A91-000

For such course there is no examination or award of credits.

Lectures can also be attended remotely; links to the Teams rooms for remote participation will be shared with the interested students. 

Here are the main topics of this course:

  1. Conditional probability and Bayes' theorem
  2. Mean and variance: definition and properties
  3. Cebysev's inequality
  4. Discrete random variables and some remarkable cases: Bernoulli, binomial, Poisson
  5. Continuous random variables and some remarkable cases: exponential, normal (with exercises and use of the table with the cumulative distribution of the standard normal variable), Student's t, chi-square, Fisher’s F.
  6. Joint, marginal and conditional distributions
  7. Measures of linear dependence between random variables
  8. The multivariate normal distribution
  9. The law of large numbers and the central limit theorem
  10. Transformations of random variables
  11. Sampling and sample statistics