110 http://isa.epfl.ch/imoniteur_ISAP/ itffichecours.txt?path=EPFL.Etu.FicheCours.HeaderFR itffichecours.txt?path=EPFL.Etu.FicheCours.GlobalNav_js fr 2026 249847 249847 2301874322 2301874322 0 0 Informatique IN IC Faculté informatique et communications School of Computer and Communication Sciences !itffichecours.htm?ww_i_matiere=2258712&ww_x_anneeAcad=2301874322&ww_i_section=249847&ww_i_niveau= 1696552884 1696552963 2021-2022 COURSE BOOKLET CS-250 Algorithms Algorithms Lecturers Svensson Ola Nils Anders Language of teaching English Cursus Communication Systems(2021-2022, SC - Bachelor 2020)
Communication systems minor(2021-2022, Mineur : Systèmes de communication 2021-22)
Computational science and Engineering(2021-2022, MA-CO - Master 2020)
Computational science and Engineering(2021-2022, MA-CO - Master 2021)
Computer Science(2021-2022, IN - Bachelor 2020)
Computer science minor(2021-2022, Mineur : Informatique 2021-22)
Cyber security minor(2021-2022, Information security minor 2021-22)
Data science minor(2021-2022, Mineur : Data Science 2021-22)
Mathematics(2021-2022, MA - Bachelor 2019)
Passerelle HES - IN(2021-2022, IN - HES 2021)
Passerelle HES - SC(2021-2022, SC - HES 2021)
SemesterMand.OptionFilières
BA3x
BA5x
Hx
Hx
MA1, MA3x
 Credits 6 Session Winter Workload 180h Exam Written Number of positions Semester Fall Weeks 14 Hours 6 weekly
Courses 4 weekly
Exercises 2 weekly
Study planSemesterMand.OptionFilières
Informatique 2021-22BA3x
Mathématiques 2021-22BA5x
Mineur : Cyber security 2021-22Hx
Mineur : Data science 2021-22Hx
Mineur : Informatique 2021-22Hx
Mineur : Systèmes de communication 2021-22Hx
Passerelle master HES IN 2021-22Hx
Passerelle master HES SC 2021-22Hx
Science et ingénierie computationelles 2021-22MA1x
Science et ingénierie computationelles 2021-22MA3x
Systèmes de communication 2021-22BA3x
Cursus Sem. Type
Communication systems minor H Opt.
Communication systems BA3 Obl.
Computational science and Engineering MA1, MA3 Opt.
Computer science minor H Opt.
Computer science BA3 Obl.
Cyber security minor H Opt.
Data science minor H Opt.
HES - IN H Obl.
HES -SC H Obl.
Mathematics BA5 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, linked lists, trees, heaps, hashing, graphs.

Design of algorithms by induction

  • Divide-and-conquer algorithms, dynamic programming.

Greedy Algorithms

  • Spanning tree and shortest path algortihms

Sorting and searching

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

Graphs algorithms and data structures

  • Graphs traversals, shortest paths, spanning trees, transitive closure, decompostitions, matching, network flows.

 

 Keywords

algorithms, data structures, efficiency, problem solving

 Learning Prerequisites Recommended courses

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, heaps, 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 based on known methods
  • Prove the correctness of an algorithm
 Teaching methods

Ex cathedra lecture, exercises in classroom

 Assessment methods

Continuous assessment with final exam.

 Resources Bibliography

Thomas Cormen, Charles Leiserson, Ronald Rivest, Clifford Stein: Introduction to algorithms, Third Edition, MIT Press, 2009.

 

 Ressources en bibliothèque
  • Introduction to algorithms / Cormen http://library.epfl.ch/en/beast?isbn=9780262033848
 Informatique, 2021-2022, Bachelor semestre 3 Computer Science, 2021-2022, Bachelor semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2021-2022 Bachelor semestre 3 BA3 HIVER Bachelor semester 3 BA3 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
2258712 Algorithms Algorithms 6
Ecrit Written Crédit Credits 6 Session hiver Session winter HIV HIV
Mathématiques, 2021-2022, Bachelor semestre 5 Mathematics, 2021-2022, Bachelor semester 5 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2021-2022 Bachelor semestre 5 BA5 HIVER Bachelor semester 5 BA5 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
2258712 Algorithms Algorithms 6
Ecrit Written Crédit Credits 6 Session hiver Session winter HIV HIV
Passerelle HES - IN, 2021-2022, Semestre automne Passerelle HES - IN, 2021-2022, Autumn semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2021-2022 Semestre automne H HIVER Autumn semester H Passerelle HES - IN IN_HES Passerelle HES - IN IN_HES
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
2258712 Algorithms Algorithms 6
Ecrit Written Crédit Credits 6 Session hiver Session winter HIV HIV
Passerelle HES - SC, 2021-2022, Semestre automne Passerelle HES - SC, 2021-2022, Autumn semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2021-2022 Semestre automne H HIVER Autumn semester H Passerelle HES - SC SC_HES Passerelle HES - SC SC_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
2258712 Algorithms Algorithms 6
Ecrit Written Crédit Credits 6 Session hiver Session winter HIV HIV
Science et ingénierie computationnelles, 2021-2022, Master semestre 1 Computational science and Engineering, 2021-2022, Master semester 1 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2021-2022 Master semestre 1 MA1 HIVER Master semester 1 MA1 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
2258712 Algorithms Algorithms 6
Ecrit Written Crédit Credits 6 Session hiver Session winter HIV HIV
Science et ingénierie computationnelles, 2021-2022, Master semestre 3 Computational science and Engineering, 2021-2022, Master semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2021-2022 Master semestre 3 MA3 HIVER Master semester 3 MA3 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
2258712 Algorithms Algorithms 6
Ecrit Written Crédit Credits 6 Session hiver Session winter HIV HIV
Systèmes de communication, 2021-2022, Bachelor semestre 3 Communication Systems, 2021-2022, Bachelor semester 3 Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2021-2022 Bachelor semestre 3 BA3 HIVER Bachelor semester 3 BA3 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
2258712 Algorithms Algorithms 6
Ecrit Written Crédit Credits 6 Session hiver Session winter HIV HIV
Cyber security minor, 2021-2022, Semestre automne Cyber security minor, 2021-2022, Autumn semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2021-2022 Semestre automne H HIVER Autumn semester H 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
2258712 Algorithms Algorithms 6
Ecrit Written Crédit Credits 6 Session hiver Session winter HIV HIV
Mineur en Informatique, 2021-2022, Semestre automne Computer science minor, 2021-2022, Autumn semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2021-2022 Semestre automne H HIVER Autumn semester H 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
2258712 Algorithms Algorithms 6
Ecrit Written Crédit Credits 6 Session hiver Session winter HIV HIV
Mineur en Systèmes de communication, 2021-2022, Semestre automne Communication systems minor, 2021-2022, Autumn semester Ecole polytechnique fédérale de Lausanne EPFL Ecole polytechnique fédérale de Lausanne EPFL 2021-2022 Semestre automne H HIVER Autumn semester H 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
2258712 Algorithms Algorithms 6
Ecrit Written Crédit Credits 6 Session hiver Session winter HIV HIV
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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 2258712 Algorithms Algorithms anglais Svensson Ola Nils Anders 213225 249847