Teaching

Thesis topics

  • Scientific models: big data validation, visualization, and cooperative processes. Several  theses are available in the area  of investigating how, given a large set of experimental data and a set of existing models which should approximate them, it is possible to automatically evaluate the performance of the computational model models. The thesis deals with combustion data, but no preliminary knowledge in chemistry is required. The thesis is in the fields of information systems, data science, collaborative work and machine learning. Paper to read if you are interested in the thesis. The following topics are currently proposed:
    • collaboration processes in data sciences
    • visualization of groups of experiments in a big data context

Contacts: gabriele.scalia@polimi.it and barbara.pernici@polimi.it link to reference paper

  • Quality analysis of social network information in emergency situations.  The thesis will focus on quality aspects of the information gathered from geolocated tweets, and in particular images, in particular analyzing the precision of the image geolocation. Paper to read if you are interested in this topic: link
    • thesis topic: improving geoparsing with machine learning techniques
  • Benchmarking the benchmarks for big data systems. The thesis will analyze how companies use benchmarking tools, benchmark characteristics, and possible analysis dimensions. Paper to read if you are interested in this thesis: link
    • thesis topic: analysis of the characteristics of bid data systems based on fs/QCA techniques and conceptual modeling

If you are interested in some of the topics, look at the suggested reading and then write me for an appointment.

Courses:

  • Information Systems (in Italian)
  • Digital Technology (in English)
  • Progetto di Ingegneria Informatica – see web site (in AY 2018-19 the course is held by Prof. Zanero)
  • The role of social media in emergency rapid mapping (1 credit, extracurricular) link

all course information and material is made available  on the Beep platform

Other courses

For Polimi IT Master students: Honours programme “Scientific Research in Information Technology”  (link)

For Polimi Master students: Honours programme “Engineering for Sustainable Development” at Politecnico di Milano (link)

IdeaLeague Doctoral School “Engineering Complex Systems with Big data and information Technology ECS-BIT’18” (link)

Office hours

please send a message to barbara.pernici at polimi.it for an appointment