Técnicas de busca heurística (2021/2)

There ain't no such thing as a free lunch.

Bem-vindo.

Carga horária: 60 h (em 30 aulas de 2h)
Créditos: 4
Súmula: Introduction to heuristic and meta-heuristic search methods: design, calibration, evaluation, and comparison. Case studies of applications of heuristic search methods.
Turma: U.
Horário/Sala: Seg/Qua 13.30, online no Zoom (o link para aula foi distribuído por email).
Consultas: Online, a ser combinado, ou no discord.
Súmula: Na página do PPGC e no plano de ensino adaptado.

• Notas
• Trabalhos

• Lista 3 publicada!

• Página da disciplina em 2020/1, 2019/1, 2017/2, 2016/1, 2014/1 e 2013/1
• Notas de aula (atualizado: 14/01/2022)

R = Rothlauf, M = Michiels, ZBB = Zäpfl. et al., HS= Hoos & Stützle

⌛: Material do semestre passado, em revisão. 📢: Sessão interativa.

A nota final é composta pela nota obtida na solução dos exercícios (1/3), a nota do projeto (1/3) e a nota da prova (1/3).

• Concorde TSP Solver for iOS
• TSP Algorithms in Action

• El-Ghazali Talbi. Metaheuristics. From Design to Implementation. Wiley, 2009.
• Zbigniew Michalewicz and David B. Fogel. How to Solve It: Modern Heuristics. Springer, 2nd edition, 2004. INF 65.012.122 M622h.
• Sean Luke. Essentials of Metaheuristics. lulu.com, 2011.
• Emile Aarts and Jan Karel Lenstra, editors. Local Search in Combinatorial Optimization. Princeton University Press, 2003.
• Wil Michiels, Emile Aarts, and Jan Korst. Theoretical Aspects of Local Search. Springer, 2007. INF: Recurso eletrônico.
• David E. Goldberg. Genetic Algorithms in Search, Optimization, and Machine Learning. Addison-Wesley, 1989. INF 681.3.011 G618g.
• Gabriel Luque and Enrique Alba. Parallel Genetic Algorithms: Theory and Real World Applications. Springer, 2011. INF: Recurso eletrônico.
• Xin-She Yang. Nature-Inspired Metaheuristic Algorithms. Luniver Press, 2nd edition, 2010.
• Agoston E. Eiben and J. E. Smith. Introduction to Evolutionary Computing. Springer, 2008. INF 681.3.011 E34i.
• Teofile F. Gonzalez, editor. Handbook of Approximation Algorithms and Metaheuristics. Chapman and Hall, 2nd edition, 2018.
• Holger H. Hoos and Thomas Stützle. Stochastic Local Search : Foundations & Applications. Morgan Kaufmann, 2004.
• Franz Rothlauf. Design of Modern Heuristics: Principles and Application. Springer, 2011. INF: Recurso eletrônico.
• Ibrahim H. Osman and James P. Kelly. Meta-heuristics: Theory and Applications. Kluwer, 1996. INF 65.012.122 M587.
• Stefan Edelkamp and Stefan Schroeder. Heuristic Search: Theory and Applications. Morgan Kaufmann, 2011.
• Michel Gendreau and Jean-Yves Potvin. Handbook of Metaheuristics. Springer, 2nd edition, 2011. INF: Recurso eletrônico.
• Günter Zäpfel, Roland Braune, and Michael Bögl. Metaheuristic search concepts. Springer, 2010. INF: Recurso eletrônico.
• Warren B. Powell. Approximate Dynamic Programming: Solving the Curses of Dimensionality. Wiley, 2nd edition, 2011.
• M. Birattari. The Problem of Tuning Metaheuristics. IOS Press, 2005.
• Christian Blum, Maria José Blesa Aguilera, Andrea Roli, and Michael Sampels, editors. Hybrid Metaheuristics : An Emerging Approach to Optimization. Springer, 2008. INF: Recurso eletrônico. (doi:10.1007/978-3-540-78295-7)
• Carlos Cotta, Marc Sevaux, and Kenneth Sörensen, editors. Adaptive and Multilevel Metaheuristics. Springer, 2008. INF: Recurso eletrônico.
• Fred Glover and Gary A. Kochenberger, editors. Handbook of metaheuristics. Kluwer, 2002. INF 65.012.122 H237.
• Vittorio Maniezzo, Thomas Stützle, and Stefan Voß, editors. Matheuristics. Springer, 2009. INF: Recurso eletrônico.
• J. Dréo, A. Pétrowski, P. Siarry, and E. Taillard. Metaheuristics for hard optimization. Springer, 2006.