| CODE | 80563 |
|---|---|
| ACADEMIC YEAR | 2017/2018 |
| CREDITS | 9 credits during the 1st year of 8725 Bioengineering (LM-21) GENOVA |
| SCIENTIFIC DISCIPLINARY SECTOR | ING-INF/06 |
| LANGUAGE | Italian |
| TEACHING LOCATION | GENOVA (Bioengineering) |
| SEMESTER | 1° Semester |
| TEACHING MATERIALS | AULAWEB |
Combination of lectures, exercises, guided lab activities (MATLAB)
• Data Analysis and Data visualization (wk 1): Types of data. Analysis as modeling. Statistical data analysis. The do’s and don’t’s of data visualization
• Probability density estimates (wk 2-4): Unsupervised learning. Gaussian model. Principal Component Analysis, Factor Analysis, Independent Component Analysis, Cluster analysis and the EM algorithm.
• Pattern analysis and decision theory; classifiers (wk 5-6): Bayesian decision theory. Bayes classifiers. Logistic classifiers. Performance of a classifier: ROC curve.
• Multilayer neural networks (wk 7): Generalized linear models. Perceptrons. Multilayer neural networks and the backpropagation algorithm. Design of a neural network model
• Graphical Models (wk 8-10) Static data. A general framework for data modeling. The EM algorithm. Regression, decision theory, factor analysis as graphical models. Dynamic graphical models (overview): Temporal data (signals). Discrete vs continuous signals. Hidden Markov Models, Linear dynamical systems as dynamic graphical models
• Generalization (wk 11-12) : Regularization theory, Vector Quantization. Support Vector Machines.
Office hours: on demand, by e-mail to: vittorio.sanguineti@unige.it or mobile phone at: 3292104393. Teacher office: via All’Opera Pia 13, building E, fourth floor. Office direct phone number: 010-3536487
VITTORIO SANGUINETI (President)
MARCO MASSIMO FATO
MAURO GIACOMINI
Combination of lectures, exercises, guided lab activities (MATLAB)
• Written examination (weight 50%)
• Project work (individuals or couples, weight 50%): Solution of a real problem of biomedical data analysis/processing, chosen from a list of proposed projects; Development of software for calculation/analysis/processing; Final report presenting the results, structured as a scientific article
| Date | Time | Location | Type | Notes |
|---|---|---|---|---|
| 17/01/2018 | 09:30 | GENOVA | Scritto | 17/01/2018 - aula B4 ESAME SPOSTATO IN AULA A7!!! 15/02/2018 - aula G3b 07/06/2018 - aula E3 06/07/2018 - aula E3 13/09/2018 - aula B4 |
| 15/02/2018 | 14:00 | GENOVA | Scritto | 17/01/2018 - aula B4 ESAME SPOSTATO IN AULA A7!!! 15/02/2018 - aula G3b 07/06/2018 - aula E3 06/07/2018 - aula E3 13/09/2018 - aula B4 |
| 07/06/2018 | 09:30 | GENOVA | Scritto | 17/01/2018 - aula B4 ESAME SPOSTATO IN AULA A7!!! 15/02/2018 - aula G3b 07/06/2018 - aula E3 06/07/2018 - aula E3 13/09/2018 - aula B4 |
| 06/07/2018 | 09:30 | GENOVA | Scritto | 17/01/2018 - aula B4 ESAME SPOSTATO IN AULA A7!!! 15/02/2018 - aula G3b 07/06/2018 - aula E3 06/07/2018 - aula E3 13/09/2018 - aula B4 |
| 13/09/2018 | 09:30 | GENOVA | Scritto | 17/01/2018 - aula B4 ESAME SPOSTATO IN AULA A7!!! 15/02/2018 - aula G3b 07/06/2018 - aula E3 06/07/2018 - aula E3 13/09/2018 - aula B4 |