33508 - CRASH COURSE IN STATISTICS

Anno Accademico 2017/2018

  • Docente: Marco Novelli
  • SSD: SECS-S/01
  • Lingua di insegnamento: Inglese
  • Modalità didattica: Convenzionale - Lezioni in presenza
  • Campus: Forli
  • Corso: Laurea Magistrale in Scienze internazionali e diplomatiche (cod. 8783)

Contenuti

 

Learning outcomes

At the end of the course, students will be provided with the basic statistical tools for analyzing and describing a set of data through graphical representations and summary measures, in both univariate and bivariate problems. Moreover, the students will be able to deal with: 1) basic tools of probability theory and its applications, 2) inferential methods of point and interval estimation and hypothesis testing.

 

- Descriptive Statistics

Variables and types of variables. Frequency tables. Summary measures of position and dispersion. Standardization and bell-shaped distributions. Association of two quantitative variables, covariance and correlation coefficient. Outline of simple linear regression.


- Probability Theory

Random experiment, sample space and events. Conditional probability and independence. Random variables, cumulative distribution function and probability density function. Expected value and variance of a random variable. Discrete and continuous Uniform distribution, Bernoulli distribution, Chi-squared distribution and Gaussian distribution. Independent variables.

 

- Inferential Statistics

Random sampling and sampling distributions. Point estimation. Bias and mean squared error. Confidence intervals for the mean of a Gaussian population. The Student t distribution. Hypothesis testing on the mean of a Gaussian population. The p-value.

Metodi didattici

Teacher's lectures.

Orario di ricevimento

Consulta il sito web di Marco Novelli