110 http://isa.epfl.ch/imoniteur_ISAP/ itffichecours.txt?path=EPFL.Etu.FicheCours.HeaderFR itffichecours.txt?path=EPFL.Etu.FicheCours.GlobalNav_js fr 2026 946228 6683147 946228 2840683608 2840683608 0 0 Systemes de communication SC IC Faculté informatique et communications School of Computer and Communication Sciences !itffichecours.htm?ww_i_matiere=1678962340&ww_x_anneeAcad=2840683608&ww_i_section=946228&ww_i_niveau=6683147 1696552884 1696552963 2025-2026 COURSE BOOKLET COM-512 Networks out of control Networks out of control Lecturers Grossglauser Matthias, Thiran Patrick Language of teaching English Cursus Communication Systems - master program(2025-2026, SC - Master EPFL 2024)
Communication Systems - master program(2025-2026, SC - Master EPFL 2025)
Communication systems minor(2025-2026, Mineur : Systèmes de communication 2025-26)
Computer Science - Cybersecurity(2025-2026, IN-CS - Master 2024)
Computer Science - Cybersecurity(2025-2026, IN-CS - Master 2025)
Computer Science(2025-2026, IN - Master 2024)
Computer Science(2025-2026, IN - Master 2025)
Data Science(2025-2026, SC_DS - Master 2024)
Data Science(2025-2026, SC_DS - Master 2025)
Data science minor(2025-2026, Mineur : Data Science 2025-26)
Electrical Engineering (edoc)(2025-2026, EDEE 2025-26)
Systems Engineering minor(2025-2026, Mineur : Systems Engineering 2025-26)
SemesterMand.OptionFilières
x
Ex
MA2, MA4x
MA2, MA4xB E H J M
MA2, MA4xB E H J
 Credits 6 Session Summer Workload 180h Exam Written Number of positions Semester Spring Weeks 14 Hours 3 weekly
Courses 2 weekly
Exercises 1 weekly
Study planSemesterMand.OptionFilières
Cyber security 2025-26MA2x
Cyber security 2025-26MA4x
Data Science 2025-26MA2x
Data Science 2025-26MA4x
EDEE - Electrical Engineering 2025-26x
Informatique 2025-26MA2xB E H J M
Informatique 2025-26MA4xB E H J M
Mineur : Data science 2025-26Ex
Mineur : Systems engineering 2025-26Ex
Mineur : Systèmes de communication 2025-26Ex
Systèmes de communication 2025-26MA2xB E H J
Systèmes de communication 2025-26MA4xB E H J
Cursus Sem. Type
Communication systems minor E Opt.
Computer science MA2, MA4 Opt.
Cybersecurity MA2, MA4 Opt.
Data Science MA2, MA4 Opt.
Data science minor E Opt.
Electrical Engineering Opt.
SC master EPFL MA2, MA4 Opt.
Systems Engineering minor E Opt.
Remark Cours biennal Summary The goal of this class is to acquire mathematical tools and engineering insight about networks whose structure is random, as well as learning and control techniques applicable to such network data. Content
  • Random graph models: Erdös-Renyi graphs, random regular graphs, random geometric graphs, small worlds, stochastic block model, power-laws and scale-free graphs.
  • Learning graphs from data: centrality metrics, embeddings, network alignment, network motifs.
  • Processes on graphs: bond/site percolation, bootstrap percolation, epidemics, navigation.

 

 Keywords

Random graphs, network data, machine learning, graph processes.

 Learning Prerequisites Required courses

COM-300 Modèles stochastiques pour les communications, or equivalent

 Important concepts to start the course

Basic probability and statistics; Markov chains; basic combinatorics.

 Learning Outcomes By the end of the course, the student must be able to:
  • Develop models of networks driven by data or applications
  • Analyze properties of random graphs
  • Design algorithms dealing with random networks
 Teaching methods

Ex cathedra lectures, exercises, mini-project

 Assessment methods
  • Homeworks 10%
  • Mini-project 40%
  • Final exam 50%
 Resources Bibliography
  • A. D. Barbour, L. Holst and S. Janson, Poisson Approximation, Oxford Science Publications, 1992.
  • B. Bollobas, Random Graphs (2nd edition), Cambridge University Press, 2001.
  • R. Durrett, Random Graph Dynamics, Cambridge University Press, 2006 (electronic version).
  • D. Easley, J. Kleinberg. Networks, Crowds, and Markets: Reasoning About a Highly Connected World, Cambridge University Press, 2010 (electronic version).
  • G. Grimmett, Percolation (2nd edition), Springer, 1999.
  • S. Janson, T. Luczak, A. Rucinski, Random Graphs, Wiley, 2000.
  • R. Meester and R. Roy, Continuum Percolation, Cambridge University Press, 1996.

 

 Ressources en bibliothèque
  • Find the references at the Libraryhttps://slsp-epfl.primo.exlibrisgroup.com/discovery/search?query=course_code,contains,%22COM-512%202025-2026%22,AND&tab=41SLSP_EPF_MyInst_and_CI&search_scope=MyInst_and_CI&vid=41SLSP_EPF:prod&lang=fr&mode=advanced&offset=0
 Moodle Link Systèmes de communication - master, 2025-2026, Master semestre 2 Communication Systems - master program, 2025-2026, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 2 MA2 ETE Master semester 2 MA2 Systèmes de communication - master SC_EPFL Communication Systems - master program SC_EPFL
Systèmes de communication SC Communication Systems SC
B E H J optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
Cours biennal 1678962340 Networks out of control Networks out of control 6
Ecrit Written Crédit Credits 6 Session été Session summer ETE ETE
Systèmes de communication - master, 2025-2026, Master semestre 4 Communication Systems - master program, 2025-2026, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 4 MA4 ETE Master semester 4 MA4 Systèmes de communication - master SC_EPFL Communication Systems - master program SC_EPFL
Systèmes de communication SC Communication Systems SC
B E H J optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
Cours biennal 1678962340 Networks out of control Networks out of control 6
Ecrit Written Crédit Credits 6 Session été Session summer ETE ETE
Data Science, 2025-2026, Master semestre 2 Data Science, 2025-2026, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 2 MA2 ETE Master semester 2 MA2 Data Science SC_DS Data Science SC_DS
Systèmes de communication SC Communication Systems SC
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
Cours biennal 1678962340 Networks out of control Networks out of control 6
Ecrit Written Crédit Credits 6 Session été Session summer ETE ETE
Data Science, 2025-2026, Master semestre 4 Data Science, 2025-2026, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 4 MA4 ETE Master semester 4 MA4 Data Science SC_DS Data Science SC_DS
Systèmes de communication SC Communication Systems SC
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
Cours biennal 1678962340 Networks out of control Networks out of control 6
Ecrit Written Crédit Credits 6 Session été Session summer ETE ETE
Informatique - Cybersecurity, 2025-2026, Master semestre 2 Computer Science - Cybersecurity, 2025-2026, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 2 MA2 ETE Master semester 2 MA2 Informatique - Cybersecurity IN_CS Computer Science - Cybersecurity IN_CS
Informatique IN Computer Science IN
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
Cours biennal 1678962340 Networks out of control Networks out of control 6
Ecrit Written Crédit Credits 6 Session été Session summer ETE ETE
Informatique - Cybersecurity, 2025-2026, Master semestre 4 Computer Science - Cybersecurity, 2025-2026, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 4 MA4 ETE Master semester 4 MA4 Informatique - Cybersecurity IN_CS Computer Science - Cybersecurity IN_CS
Informatique IN Computer Science IN
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
Cours biennal 1678962340 Networks out of control Networks out of control 6
Ecrit Written Crédit Credits 6 Session été Session summer ETE ETE
Informatique, 2025-2026, Master semestre 2 Computer Science, 2025-2026, Master semester 2 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 2 MA2 ETE Master semester 2 MA2 Informatique IN Computer Science IN
Informatique IN Computer Science IN
B E H J M optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
Cours biennal 1678962340 Networks out of control Networks out of control 6
Ecrit Written Crédit Credits 6 Session été Session summer ETE ETE
Informatique, 2025-2026, Master semestre 4 Computer Science, 2025-2026, Master semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Master semestre 4 MA4 ETE Master semester 4 MA4 Informatique IN Computer Science IN
Informatique IN Computer Science IN
B E H J M optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
Cours biennal 1678962340 Networks out of control Networks out of control 6
Ecrit Written Crédit Credits 6 Session été Session summer ETE ETE
Génie électrique (edoc), 2025-2026 Electrical Engineering (edoc), 2025-2026 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Génie électrique (edoc) EDEE Electrical Engineering (edoc) EDEE
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
Cours biennal 1678962340 Networks out of control Networks out of control 6
Ecrit Written Crédit Credits 6 Session été Session summer ETE ETE
Mineur en Data science, 2025-2026, Semestre printemps Data science minor, 2025-2026, Spring semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Semestre printemps E ETE Spring semester E Mineur en Data science MIN_DATA Data science minor MIN_DATA
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
Cours biennal 1678962340 Networks out of control Networks out of control 6
Ecrit Written Crédit Credits 6 Session été Session summer ETE ETE
Mineur en Systems Engineering, 2025-2026, Semestre printemps Systems Engineering minor, 2025-2026, Spring semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Semestre printemps E ETE Spring semester E Mineur en Systems Engineering MIN_SYS_ENG Systems Engineering minor MIN_SYS_ENG
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
Cours biennal 1678962340 Networks out of control Networks out of control 6
Ecrit Written Crédit Credits 6 Session été Session summer ETE ETE
Mineur en Systèmes de communication, 2025-2026, Semestre printemps Communication systems minor, 2025-2026, Spring semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Semestre printemps E ETE Spring semester E Mineur en Systèmes de communication MIN_SC Communication systems minor MIN_SC
optionnel optional
2 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
1 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Thiran Patrick 103925
Systèmes de communication SC Communication Systems SC
Grossglauser Matthias 152655
Systèmes de communication SC Communication Systems SC
Cours biennal 1678962340 Networks out of control Networks out of control 6
Ecrit Written Crédit Credits 6 Session été Session summer ETE ETE
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