- Docente: Elena Morotti
- Credits: 4
- Language: Italian
- Teaching Mode: Traditional lectures
- Campus: Bologna
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Corso:
Second cycle degree programme (LM) in
International Relations (cod. 9084)
Also valid for Second cycle degree programme (LM) in Politics Administration and Organization (cod. 9085)
Learning outcomes
Workshops are designed to provide students with transversal skills that can prove useful in their future careers. The objective of the workshop is to help students to practice skills through application of information technology, data analysis, decision-making techniques (e.g. simulation) in complex organizations.
Course contents
WS8 - DATA ANALYSIS WITH R, part II
This workshop deals with data mining techniques for regression and tools for data visualization.
Topics will be introduced theoretically but also verified in R-based softwares during the laboratory hours.
More in details, the course contents are:
- Algorithms for regression (simple multi-variate, polinomial, logistic regression);
- Notions about a correct Data Visualization and Data Visualization in R;
- Introduction to the Orange software for Data Mining;
- Presentation of case studies and applications.
Readings/Bibliography
James, G., Witten, D., Hastie, T., & Tibshirani, R. (2013). An introduction to statistical learning (Vol. 112, p. 18). New York: springer.
Teaching methods
Frontal (if possible) lessons
Assessment methods
Evaluation of a final project
Teaching tools
Slides by the teacher
Office hours
See the website of Elena Morotti