Search results for "Single objective"

showing 4 items of 4 documents

Experiments with classification-based scalarizing functions in interactive multiobjective optimization

2006

In multiobjective optimization methods, the multiple conflicting objectives are typically converted into a single objective optimization problem with the help of scalarizing functions and such functions may be constructed in many ways. We compare both theoretically and numerically the performance of three classification-based scalarizing functions and pay attention to how well they obey the classification information. In particular, we devote special interest to the differences the scalarizing functions have in the computational cost of guaranteeing Pareto optimality. It turns out that scalarizing functions with or without so-called augmentation terms have significant differences in this re…

Mathematical optimizationInformation Systems and ManagementGeneral Computer SciencePareto principleManagement Science and Operations ResearchMulti-objective optimizationMultiple objective programmingIndustrial and Manufacturing EngineeringSet (abstract data type)Nonlinear systemSingle objective optimization problemConflicting objectivesModeling and SimulationBenchmark (computing)MathematicsEuropean Journal of Operational Research
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Overall Objective Priors

2015

In multi-parameter models, reference priors typically depend on the parameter or quantity of interest, and it is well known that this is necessary to produce objective posterior distributions with optimal properties. There are, however, many situations where one is simultaneously interested in all the parameters of the model or, more realistically, in functions of them that include aspects such as prediction, and it would then be useful to have a single objective prior that could safely be used to produce reasonable posterior inferences for all the quantities of interest. In this paper, we consider three methods for selecting a single objective prior and study, in a variety of problems incl…

Statistics and ProbabilityComputer sciencebusiness.industryApplied MathematicsMathematics - Statistics TheoryStatistics Theory (math.ST)Joint Reference PriorReference AnalysisMachine learningcomputer.software_genreLogarithmic DivergenceObjective PriorsVariety (cybernetics)Single objectiveMultinomial ModelPrior probabilityFOS: MathematicsMultinomial distributionMultinomial modelArtificial intelligencebusinesscomputerReference analysisBayesian Analysis
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Program for the Prevention of Violence among Teenage Couples in the School Setting

2015

Domestic violence remains one of the major problems in the 21st century entailing severe costs and consequences for the victims. Despite the promulgated laws, this type of violence has increased among adolescents. Although several theories have been put forward to explain the causes of domestic violence, a psychobiological or social-educative explanation that proposes an agreed starting point for understanding and preventing this phenomenon is lacking. Experts in the field agree on the need for programs that focus on this relational problem; however, existing programs for adolescents have a broad spectrum where the prevention of domestic violence is just one more aspect of their objectives.…

Human-Computer InteractionSecondary preventionSingle objectiveBroad spectrumCommunicationPhenomenonDomestic violenceRelational problemCriminologyPsychologyEducationEducar
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Implementation aspects of interactive multiobjective optimization for modeling environments: The case of GAMS-NIMBUS

2014

Abstract. Interactive multiobjective optimization methods have provided promising results in the literature but still their implementations are rare. Here we introduce a core structure of interactive methods to enable their convenient implementation. We also demonstrate how this core structure can be applied when implementing an interactive method using a modeling environment. Many modeling environments contain tools for single objective optimization but not for interactive multiobjective optimization. Furthermore, as a concrete example, we present GAMS-NIMBUS Tool which is an implementation of the classification-based NIMBUS method for the GAMS modeling environment. So far, interactive met…

Structure (mathematical logic)Mathematical optimizationControl and OptimizationModeling languageComputer sciencepareto optimalityApplied Mathematicsinteractive methodsMultiple objective programmingMulti-objective optimizationComputational MathematicsMultiobjective optimization problemSingle objectivemultiple objective programmingNIMBUS methodImplementationmodeling languages
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