DM811 - Heuristics for Combinatorial Optimization

Schedule

Fall 2013, first quarter; First class: September 2, 2013; Last class: October 8, 2013

Week3637383940414243
Man, 08-10Introfase
(Seminarrum)
Introfase
(Seminarrum)
Introfase
(Seminarrum)
Introfase
(Seminarrum)
Introfase
(Seminarrum)
Introfase
(Seminarrum)
Tir, 14-16Introfase
(Seminarrum)
Introfase
(Seminarrum)
Introfase
(Seminarrum)
Introfase
(Seminarrum)
Introfase
(Seminarrum)
Introfase
(Seminarrum)
Tir, 16-18Træningsfase
(Seminarrum)
Træningsfase
(Seminarrum)
Træningsfase
(Seminarrum)
Træningsfase
(Seminarrum)
Træningsfase
(Seminarrum)
Træningsfase
(Seminarrum)

Introductions

Note: during the course, this page is frequently updated, make sure that you reload your page!

DateTopic and slidesLiterature
06.06Course presentation
02.09Course introduction, Motivations, Combinatorial Optimization, Methods.[B1 appA,B; B5 ch2; L1]
[ Review ]
03.09Models and Search. Construction Heuristics and Local Search: basic ideas[B2 ch4,5, S1-S4]
09.09Working tools and Solver Systems. Experimental Analysis[A1, A2]
10.09Construction Heuristics.
SAT
[V1]
16.09Construction Heuristics for TSP[A3 sc.1-4, B6 ch5]
17.09Local Search: Components, Basic Algorithms, Examples[B1 ch.1,2,6; B4 ch1-2]
23.09Local Search: Components
24.09Construction Heuristics for GCP
Stochastic Local Search & Metaheuristics
[B1 ch.7] [A4, A5] [B4]
30.09Exercises: SMTWT, MaxIndep, Parallel Machines, Steiner Tree[B1 ch2-3] [V2-9]
01.10Local Search: Efficiency issues, SAT, SMTWT, TSP.
Metaheuristics: Evolutionary Algorithms
Metaheuristics: Ant Colony Optimization
[B1 ch2] [A3]
[A6] [B3 sec2.4; B4]
[B4]
07.10Neighborhoods and Landscapes
Very Large Scale Neighborhoods
(Statistical Methods for Configuration and Tuning)
[B1 ch1] [A7]
[B1 ch4-6] [A8]
[A9]
08.10(in U49D) Examples & Exercises[A10, A11, B1 ch2]
21.10Question Time

Resources

Literature

Text book:

Further Reading:

Books:

Articles:

  • [A6] C. Reeves. Genetic Algorithms. Chp. 3 In F. Glover and G. Kochenberger (eds.). Handbook of Metaheuristics, Kluwer Academic Publishers, Norwell, MA, USA, 2002, 57, 55-82 (In BlackBoard)
  • [A9] M. Birattari, T. Stuetzle, L. Paquete, K. Varrentrapp (2002). A racing algorithm for configuring metaheuristics. Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-2002), pp. 11-18, Morgan Kaufmann Publishers, New York.

Software

Date: 2013-12-10T18:57+0100

Author: Marco Chiarandini

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