Leveraging Machine Learning in Process Mining - February 2024

Length: 10 hours - 2 cfu

 

Abstract

Process Mining (PM) is an application-oriented discipline that provides data-driven approaches to improve business processes. It connects model-based process analysis and data-oriented analysis techniques.
PM algorithms allow to discover, monitor, and improve real processes by extracting knowledge from the event logs available in information systems. Machine Learning (ML) can support PM in several ways: boosting pre-processing procedures, handing variant analysis, and discovering potential cause-effect relationships, and others.
The course explains the key PM concepts and techniques and shows practical case studies where ML is applied in combination with PM.

 

Dates & Venue

Giorni Aula Orario
19/02/2024

Lab. Laurea Magistrale - 5° Floor. - Via Celoria 18 - 20133 Milan

14:30-17:00

20/02/2024 Lab. Laurea Magistrale - 5° Floor. - Via Celoria 18 - 20133 Milan

14:30-17:00

22/02/2024 Lab. Laurea Magistrale - 5° Floor. - Via Celoria 18 - 20133 Milan 14:30-17:00
23/02/2024 Lab. Laurea Magistrale - 5° Floor. - Via Celoria 18 - 20133 Milan

14:30-17:00

 

Suggested Readings

 

Lecturer:

Prof. Paolo Ceravolo - Dipartimento di Informatica

Prof. Gabriele Gianini - Dipartimento di Informatica

 

Assessor:

Prof. Paolo Ceravolo - Dipartimento di Informatica

Prof. Gabriele Gianini - Dipartimento di Informatica