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- Deb, KalyanmoyDepartment of Electrical and Computer Engineering, Michigan State University, USA (author)
R-HV : A Metric for Computing Hyper-volume for Reference Point-based EMOs
- Article/chapterEnglish2015
Publisher, publication year, extent ...
- 2015-07-16
- Cham :Springer,2015
- printrdacarrier
Numbers
- LIBRIS-ID:oai:DiVA.org:his-10464
- https://urn.kb.se/resolve?urn=urn:nbn:se:his:diva-10464URI
- https://doi.org/10.1007/978-3-319-20294-5_9DOI
Supplementary language notes
- Language:English
- Summary in:English
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- SwePubSwePub
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Notes
- For evaluating performance of a multi-objective optimizationfor finding the entire efficient front, a number of metrics, such as hypervolume, inverse generational distance, etc. exists. However, for evaluatingan EMO algorithm for finding a subset of the efficient frontier, the existing metrics are inadequate. There does not exist many performancemetrics for evaluating a partial preferred efficient set. In this paper, wesuggest a metric which can be used for such purposes for both attainableand unattainable reference points. Results on a number of two-objectiveproblems reveal its working principle and its importance in assessingdifferent algorithms. The results are promising and encouraging for itsfurther use.
Subject headings and genre
- NATURVETENSKAP Data- och informationsvetenskap hsv//swe
- NATURAL SCIENCES Computer and Information Sciences hsv//eng
- TEKNIK OCH TEKNOLOGIER Elektroteknik och elektronik Robotteknik och automation hsv//swe
- ENGINEERING AND TECHNOLOGY Electrical Engineering, Electronic Engineering, Information Engineering Robotics hsv//eng
- Evolutionary multi-objective optimization
- performance metric
- hyper-volume
- reference point
- Natural sciences
- Naturvetenskap
- Technology
- Teknik
- Production and Automation Engineering
- Produktion och automatiseringsteknik
Added entries (persons, corporate bodies, meetings, titles ...)
- Siegmund, Florian,1981-Högskolan i Skövde,Institutionen för ingenjörsvetenskap,Forskningscentrum för Virtuella system,Produktion och automatiseringsteknik, Production and Automation Engineering(Swepub:his)sief (author)
- Ng, Amos H. C.Högskolan i Skövde,Institutionen för ingenjörsvetenskap,Forskningscentrum för Virtuella system,Produktion och automatiseringsteknik, Production and Automation Engineering(Swepub:his)ngam (author)
- Department of Electrical and Computer Engineering, Michigan State University, USAInstitutionen för ingenjörsvetenskap (creator_code:org_t)
Related titles
- In:Swarm, Evolutionary, and Memetic ComputingCham : Springer, s. 98-11097833192029389783319202945
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