Chair, Deva Raj
Multiobjective Problem Solving from Nature
1. Introduction: Problem Solving, EC and EMO
Joshua Knowles, David Corne, Kalyanmoy Deb
Part I. Exploiting Multiple Objectives: From Problems to Solutions
2. Multiobjective Optimization and Coevolution
Sevan Gregory Ficici
3. Constrained Optimization via Multiobjective Evolutionary Algorithms
Efrén Mezura-Montes, Carlos A. Coello Coello
4. Tackling Dynamic Problems with Multiobjective Evolutionary Algorithms
Lam T. Bui, Minh-Ha Nguyen, Jürgen Branke, Hussein A. Abbass
5. Computational Studies of Peptide and Protein Structure Prediction Problems via Multiobjective Evolutionary Algorithms
Vincenzo Cutello, Giuseppe Narzisi, Giuseppe Nicosia
6. Can Single-Objective Optimization Profit from Multiobjective Optimization?
Frank Neumann, Ingo Wegener
7. Modes of Problem Solving with Multiple Objectives: Implications for Interpreting the Pareto Set and for Decision Making
Julia Handl, Joshua Knowles
Part II. Machine Learning with Multiple Objectives
8. Multiobjective Supervised Learning
Jonathan E. Fieldsend, Richard M. Everson
9. Reducing Bloat in GP with Multiple Objectives
Stefan Bleuler, Johannes Bader, Eckart Zitzler
10. Multiobjective GP for Human-Understandable Models: A Practical Application
Katya Rodríguez-Vázquez, Peter J. Fleming
11. Multiobjective Classification Rule Mining
Hisao Ishibuchi, Isao Kuwajima, Yusuke Nojima
Part III. Multiple Objectives in Design and Engineering
12. Innovization: Discovery of Innovative Design Principles Through Multiobjective Evolutionary Optimization
Kalyanmoy Deb, Aravind Srinivasan
13. User-Centric Evolutionary Computing: Melding Human and Machine Capability to Satisfy Multiple Criteria
Ian C. Parmee, Johnson A. R. Abraham, Azahar Machwe
14. Multi-competence Cybernetics: The Study of Multiobjective Artificial Systems and Multi-fitness Natural Systems
Amiram Moshaiov
Part IV. Scaling up Multiobjective Optimization
15. Fitness Assignment Methods for Many-Objective Problems
Evan J. Hughes
16. Modeling Regularity to Improve Scalability of Model-Based Multiobjective Optimization Algorithms
Yaochu Jin, Aimin Zhou, Qingfu Zhang, Bernhard Sendhoff, Edward Tsang
17. Objective Set Compression
Edwin D. de Jong, Anthony Bucci
18. On Handling a Large Number of Objectives A Posteriori and During Optimization
Dimo Brockhoff, Dhish Kumar Saxena, Kalyanmoy Deb, Eckart Zitzler
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Nyckelord: COMPUTERS / Computer Science COM014000
- Författare
- Chair, Deva Raj
- Corne, David
- Deb, Kalyanmoy
- Knowles, Joshua
- Utgivare
- Springer
- Utgivningsår
- 2008
- Språk
- en
- Utgåva
- 1
- Kategori
- Datateknik, Datakommunikation
- Format
- E-bok
- eISBN (PDF)
- 9783540729648