KNOWLEDGE, INTERACTION AND INTELLIGENT SYSTEMS-1

Academic year
2020/2021 Syllabus of previous years
Official course title
KNOWLEDGE, INTERACTION AND INTELLIGENT SYSTEMS-1
Course code
PHD157-1 (AF:342336 AR:182124)
Modality
On campus classes
ECTS credits
2
Degree level
Corso di Dottorato (D.M.45)
Educational sector code
INF/01
Period
Annual
Course year
1
Where
VENEZIA
- Methodologies for the analysis, modeling, and forecasting of complex dynamical systems with a specific focus on social networks
- Data Privacy and Data Management
- Complexity and Complex Networks
- Complex Networks Models
- Percolation
The student will be able to operate with massive datasets and to model them in the complex systems framework for predictive analytics.
The main objective of the course will be for the student to have a comprehensive understanding of the state of the art in the field and about its future development.
Programming, Calculus and Probability.
Introduction to Data and Complexity
Complex Networks (Random, Small-World, Scale-Free)
Community Detection Algorithms
Assortative Mixing, Link Prediction
Modeling Dynamical Processes on Complex Networks
Spreading Phenomena (Epidemics and Information Diffusion)
Percolation
Barrat, A., Barthelemy, M., & Vespignani, A. (2008). Dynamical processes on complex networks. Cambridge university press.
Network Science, A.L. Barabàsi http://networksciencebook.com
Presentation and Group Project
Slides, Practical Sessions, Discussion Papers
English
oral
Definitive programme.
Last update of the programme: 08/07/2020