{"abstract":[{"text":"Since many real-world optimization problems are noisy, vector optimization algorithms that can cope with noise and uncertainty are required. We propose new, robust selection strategies for evolutionary multi-objective optimization in the presence of noise. We apply new measures of uncertainty for estimating the recently introduced Pareto-dominance for uncertain and noisy environments (PDU). The first measure is the inter-quartile range of the outcomes of repeated function evaluations. The second is based on axis-aligned bounding boxes around the upper and lower quantiles of the sampled fitness values in objective space. Experiments on real and artificial problems show promising results.","lang":"eng"}],"publication":"Parallel Problem Solving from Nature, PPSN XI","citation":{"ama":"Voß T, Trautmann H, Igel C. New Uncertainty Handling Strategies in Multi-objective Evolutionary Optimization. In: Schaefer R, Cotta C, Kołodziej J, Rudolph G, eds. <i>Parallel Problem Solving from Nature, PPSN XI</i>. Springer Berlin Heidelberg; 2010:260–269. doi:<a href=\"https://doi.org/10.1007/978-3-642-15871-1_27\">https://doi.org/10.1007/978-3-642-15871-1_27</a>","bibtex":"@inproceedings{Voß_Trautmann_Igel_2010, place={Berlin, Heidelberg}, title={New Uncertainty Handling Strategies in Multi-objective Evolutionary Optimization}, DOI={<a href=\"https://doi.org/10.1007/978-3-642-15871-1_27\">https://doi.org/10.1007/978-3-642-15871-1_27</a>}, booktitle={Parallel Problem Solving from Nature, PPSN XI}, publisher={Springer Berlin Heidelberg}, author={Voß, Thomas and Trautmann, Heike and Igel, Christian}, editor={Schaefer, Robert and Cotta, Carlos and Kołodziej, Joanna and Rudolph, Günter}, year={2010}, pages={260–269} }","mla":"Voß, Thomas, et al. “New Uncertainty Handling Strategies in Multi-Objective Evolutionary Optimization.” <i>Parallel Problem Solving from Nature, PPSN XI</i>, edited by Robert Schaefer et al., Springer Berlin Heidelberg, 2010, pp. 260–269, doi:<a href=\"https://doi.org/10.1007/978-3-642-15871-1_27\">https://doi.org/10.1007/978-3-642-15871-1_27</a>.","short":"T. Voß, H. Trautmann, C. Igel, in: R. Schaefer, C. Cotta, J. Kołodziej, G. Rudolph (Eds.), Parallel Problem Solving from Nature, PPSN XI, Springer Berlin Heidelberg, Berlin, Heidelberg, 2010, pp. 260–269.","chicago":"Voß, Thomas, Heike Trautmann, and Christian Igel. “New Uncertainty Handling Strategies in Multi-Objective Evolutionary Optimization.” In <i>Parallel Problem Solving from Nature, PPSN XI</i>, edited by Robert Schaefer, Carlos Cotta, Joanna Kołodziej, and Günter Rudolph, 260–269. Berlin, Heidelberg: Springer Berlin Heidelberg, 2010. <a href=\"https://doi.org/10.1007/978-3-642-15871-1_27\">https://doi.org/10.1007/978-3-642-15871-1_27</a>.","apa":"Voß, T., Trautmann, H., &#38; Igel, C. (2010). New Uncertainty Handling Strategies in Multi-objective Evolutionary Optimization. In R. Schaefer, C. Cotta, J. Kołodziej, &#38; G. Rudolph (Eds.), <i>Parallel Problem Solving from Nature, PPSN XI</i> (pp. 260–269). Springer Berlin Heidelberg. <a href=\"https://doi.org/10.1007/978-3-642-15871-1_27\">https://doi.org/10.1007/978-3-642-15871-1_27</a>","ieee":"T. Voß, H. Trautmann, and C. Igel, “New Uncertainty Handling Strategies in Multi-objective Evolutionary Optimization,” in <i>Parallel Problem Solving from Nature, PPSN XI</i>, 2010, pp. 260–269, doi: <a href=\"https://doi.org/10.1007/978-3-642-15871-1_27\">https://doi.org/10.1007/978-3-642-15871-1_27</a>."},"type":"conference","department":[{"_id":"34"},{"_id":"819"}],"date_created":"2023-08-04T16:07:48Z","place":"Berlin, Heidelberg","date_updated":"2023-10-16T13:56:48Z","year":"2010","status":"public","title":"New Uncertainty Handling Strategies in Multi-objective Evolutionary Optimization","author":[{"full_name":"Voß, Thomas","last_name":"Voß","first_name":"Thomas"},{"id":"100740","full_name":"Trautmann, Heike","orcid":"0000-0002-9788-8282","first_name":"Heike","last_name":"Trautmann"},{"first_name":"Christian","last_name":"Igel","full_name":"Igel, Christian"}],"publication_identifier":{"isbn":["978-3-642-15871-1"]},"user_id":"15504","doi":"https://doi.org/10.1007/978-3-642-15871-1_27","editor":[{"last_name":"Schaefer","first_name":"Robert","full_name":"Schaefer, Robert"},{"full_name":"Cotta, Carlos","first_name":"Carlos","last_name":"Cotta"},{"last_name":"Kołodziej","first_name":"Joanna","full_name":"Kołodziej, Joanna"},{"full_name":"Rudolph, Günter","first_name":"Günter","last_name":"Rudolph"}],"page":"260–269","publisher":"Springer Berlin Heidelberg","_id":"46409","language":[{"iso":"eng"}]}