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 2936295 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=3522730059&ww_x_anneeAcad=2840683608&ww_i_section=946228&ww_i_niveau=2936295 1696552884 1696552963 2025-2026 COURSE BOOKLET CS-250 Algorithms I Algorithms I Lecturers Svensson Ola Nils Anders Language of teaching English Cursus Communication Systems(2025-2026, SC - Bachelor 2024)
Communication systems minor(2025-2026, Mineur : Systèmes de communication 2025-26)
Computational science and Engineering(2025-2026, MA-CO - Master 2024)
Computational science and Engineering(2025-2026, MA-CO - Master 2025)
Computational science and engineering minor(2025-2026, Mineur : Science et ingénierie computationnelles 2025-26)
Computer Science(2025-2026, IN - Bachelor 2024)
Computer science minor(2025-2026, Mineur : Informatique 2025-26)
Cyber security minor(2025-2026, Information security minor 2025-26)
Data science minor(2025-2026, Mineur : Data Science 2025-26)
Mathematics(2025-2026, MA - Bachelor 2023)
Passerelle HES - IC(2025-2026, IC - HES 2025)
SemesterMand.OptionFilières
BA4x
BA6x
Ex
Ex
MA2, MA4x
 Credits 8 Session Summer Workload 240h Exam Written Number of positions Semester Spring Weeks 14 Hours 6 weekly
Courses 4 weekly
Exercises 2 weekly
Study planSemesterMand.OptionFilières
Informatique 2025-26BA4x
Mathématiques 2025-26BA6x
Mineur : Cyber security 2025-26Ex
Mineur : Data science 2025-26Ex
Mineur : Informatique 2025-26Ex
Mineur : Science et ing. computationnelles 2025-26Ex
Mineur : Systèmes de communication 2025-26Ex
Passerelle master HES IC 2025-26Ex
Science et ingénierie computationelles 2025-26MA2x
Science et ingénierie computationelles 2025-26MA4x
Systèmes de communication 2025-26BA4x
Cursus Sem. Type
Communication systems minor E Opt.
Communication systems BA4 Obl.
Computational science and Engineering MA2, MA4 Opt.
Computational science and engineering minor E Opt.
Computer science minor E Opt.
Computer science BA4 Obl.
Cyber security minor E Opt.
Data science minor E Opt.
HES - IC E Obl.
Mathematics BA6 Opt.
Summary The students learn the theory and practice of basic concepts and techniques in algorithms. The course covers mathematical induction, techniques for analyzing algorithms, elementary data structures, major algorithmic paradigms such as dynamic programming, sorting and searching, and graph algorithms. Content

Mathematical Induction

  • Mathematical background, Euler's formula for trees.

Analysis of Algorithms

  • O-notation, time and space complexity, recurrence relations, probabilistic analysis.

Data structures

  • Arrays, linkes lists, trees, heaps, hashing, graphs.

Design of algorithms by induction

  • Divide-and-conquer algorithms, dynamic programming.

Greedy Algorithms

  • Spanning tree and shortest path algorithms.

Sorting and searching

  • merge sort, bucket sort, quicksort, heapsort, binary search.

Graphs algorithms and data structures

  • Graphs traversals, shortes path, spanning trees, transitive closures, decompositions, matching, network flows.
 Keywords

Algoriths, data structures, efficiency, problem solving

 Learning Prerequisites Recommended courses

CS-101 Advanced ICC I

 Learning Outcomes By the end of the course, the student must be able to:
  • Illustrate the execution of algorithms on example inputs
  • Describe basic data structures such as arrays, lists, stacks, queues, binary, search trees, heapas, and hash tables
  • Analyze algorithm efficiency
  • Compare alternative algorithms and data structures with respect to efficiency
  • Choose which algorithm or data structure to use in different scenarios
  • Use algorithms and data structures taught in the course on concrete problem instances
  • Design new algorithms and data structures bases on known methods
  • Prove the corrrectness of an algorithm
 Teaching methods

Ex cathedra lecture, exercises in classroom

 Assessment methods

Continous assessment with final exam.

 Resources Moodle Link Informatique, 2025-2026, Bachelor semestre 4 Computer Science, 2025-2026, Bachelor semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Bachelor semestre 4 BA4 ETE Bachelor semester 4 BA4 Informatique IN Computer Science IN
Informatique IN Computer Science IN
obligatoire mandatory
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
3522730059 Algorithms I Algorithms I 8
Ecrit Written Crédit Credits 8 Session été Session summer ETE ETE
Mathématiques, 2025-2026, Bachelor semestre 6 Mathematics, 2025-2026, Bachelor semester 6 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Bachelor semestre 6 BA6 ETE Bachelor semester 6 BA6 Mathématiques MA Mathematics MA
Mathématiques MA Mathematics MA
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
3522730059 Algorithms I Algorithms I 8
Ecrit Written Crédit Credits 8 Session été Session summer ETE ETE
Passerelle HES - IC, 2025-2026, Semestre printemps Passerelle HES - IC, 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 Passerelle HES - IC IC_HES Passerelle HES - IC IC_HES
Systèmes de communication SC Communication Systems SC
obligatoire mandatory
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
3522730059 Algorithms I Algorithms I 8
Ecrit Written Crédit Credits 8 Session été Session summer ETE ETE
Science et ingénierie computationnelles, 2025-2026, Master semestre 2 Computational science and Engineering, 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 Science et ingénierie computationnelles MA_CO Computational science and Engineering MA_CO
Mathématiques MA Mathematics MA
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
3522730059 Algorithms I Algorithms I 8
Ecrit Written Crédit Credits 8 Session été Session summer ETE ETE
Science et ingénierie computationnelles, 2025-2026, Master semestre 4 Computational science and Engineering, 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 Science et ingénierie computationnelles MA_CO Computational science and Engineering MA_CO
Mathématiques MA Mathematics MA
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
3522730059 Algorithms I Algorithms I 8
Ecrit Written Crédit Credits 8 Session été Session summer ETE ETE
Systèmes de communication, 2025-2026, Bachelor semestre 4 Communication Systems, 2025-2026, Bachelor semester 4 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2025-2026 Bachelor semestre 4 BA4 ETE Bachelor semester 4 BA4 Systèmes de communication SC Communication Systems SC
Systèmes de communication SC Communication Systems SC
obligatoire mandatory
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
3522730059 Algorithms I Algorithms I 8
Ecrit Written Crédit Credits 8 Session été Session summer ETE ETE
Cyber security minor, 2025-2026, Semestre printemps Cyber security 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 Cyber security minor MIN_IN_SEC Cyber security minor MIN_IN_SEC
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
3522730059 Algorithms I Algorithms I 8
Ecrit Written Crédit Credits 8 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
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
3522730059 Algorithms I Algorithms I 8
Ecrit Written Crédit Credits 8 Session été Session summer ETE ETE
Mineur en Informatique, 2025-2026, Semestre printemps Computer 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 Informatique MIN_IN Computer science minor MIN_IN
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
3522730059 Algorithms I Algorithms I 8
Ecrit Written Crédit Credits 8 Session été Session summer ETE ETE
Mineur en Science et ingénierie computationnelles, 2025-2026, Semestre printemps Computational science and 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 Science et ingénierie computationnelles MIN_MA_CO Computational science and engineering minor MIN_MA_CO
optionnel optional
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
3522730059 Algorithms I Algorithms I 8
Ecrit Written Crédit Credits 8 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
4 Cours Courses Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
2 Exercices Exercises Heure(s) hebdo x 14 semaines Hour(s) per week x 14 weeks H hebdo H hebdo Svensson Ola Nils Anders 213225
Informatique IN Computer Science IN
3522730059 Algorithms I Algorithms I 8
Ecrit Written Crédit Credits 8 Session été Session summer ETE ETE
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FO_fin HTML_debut &#951; HTML_fin JS_debut \x26#951; JS_fin CODE72092805 BOOLEAN_Symbol BaliseJS_debut \x5bETA\x5d BaliseJS_fin Balise_debut [ETA] Balise_fin FO_debut [inline]=&#919; FO_fin HTML_debut &#919; HTML_fin JS_debut \x26#919; JS_fin BALISE_SOULIGNER BOOLEAN_Symbol BaliseJS_debut \x5bu\x5d BaliseJS_fin \x5b\x2fu\x5d Balise_debut [u] Balise_fin [/u] FO_debut text-decoration=underline FO_fin text-decoration=none HTML_debut <u> HTML_fin </u> JS_debut \x3cu\x3e JS_fin \x3c\x2fu\x3e CODE72092388 BOOLEAN_Symbol BaliseJS_debut \x5bpsi\x5d BaliseJS_fin Balise_debut [psi] Balise_fin FO_debut [inline]=&#968; FO_fin HTML_debut &#968; HTML_fin JS_debut \x26#968; JS_fin CODE72092541 BOOLEAN_Symbol BaliseJS_debut \x5bPSI\x5d BaliseJS_fin Balise_debut [PSI] Balise_fin FO_debut [inline]=&#936; FO_fin HTML_debut &#936; HTML_fin JS_debut \x26#936; JS_fin CODE140502511 BOOLEAN_Symbol 1 BaliseJS_debut \x5brho\x5d BaliseJS_fin Balise_debut [rho] Balise_fin FO_debut [inline]=&#961; FO_fin HTML_debut &#961; HTML_fin JS_debut \x26#961; JS_fin CODE140504636 BOOLEAN_Symbol 1 BaliseJS_debut \x5bRHO\x5d BaliseJS_fin Balise_debut [RHO] Balise_fin FO_debut [inline]=&#929; FO_fin HTML_debut &#929; HTML_fin JS_debut \x26#929; JS_fin CODE148292791 BOOLEAN_Symbol BaliseJS_debut \x5bepsilon\x5d BaliseJS_fin Balise_debut [epsilon] Balise_fin FO_debut [inline]=&#949; FO_fin HTML_debut &#949; HTML_fin JS_debut \x26#949; JS_fin CODE169976220 BOOLEAN_Symbol BaliseJS_debut \x5blig\x5d BaliseJS_fin Balise_debut [lig] Balise_fin FO_debut [inline]=&#x203A;&#160;&#160; FO_fin HTML_debut &#x203A;&#160;&#160; HTML_fin JS_debut \x26#x203A;\x26#160;\x26#160; JS_fin CODE148292899 BOOLEAN_Symbol BaliseJS_debut \x5bEPSILON\x5d BaliseJS_fin Balise_debut [EPSILON] Balise_fin FO_debut [inline]=&#917; FO_fin HTML_debut &#917; HTML_fin JS_debut \x26#917; JS_fin BALISETXT_SAUT BOOLEAN_Symbol BaliseJS_debut \x5bbr\x2f\x5d BaliseJS_fin Balise_debut [br/] Balise_fin FO_debut FO_fin HTML_debut <br/> HTML_fin JS_debut \x3cbr\x2f\x3e JS_fin 3522730059 Algorithms I Algorithms I anglais Svensson Ola Nils Anders 213225 3237094588