Search results for "belief-rule based systems"

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Interactively Learning the Preferences of a Decision Maker in Multi-objective Optimization Utilizing Belief-rules

2020

Many real life problems can be modelled as multiobjective optimization problems. Such problems often consist of multiple conflicting objectives to be optimized simultaneously. Multiple optimal solutions exist to these problems, and a single solution cannot be said to be the best without preferences given by a domain expert. Preferences can be used to find satisfying solutions: optimal solutions, which best match the expert’s preferences. To model the preferences of the expert, and aid him/her in finding satisfying solutions, a novel method is proposed. The method utilizes machine learning combined with belief-rule based systems to adaptively train a belief rule based system to learn a domai…

preference modellingmallintaminenOptimization problemLinear programmingComputer scienceProcess (engineering)päätöksentukijärjestelmät02 engineering and technologyMachine learningcomputer.software_genreMulti-objective optimizationbelief-rule based systemsdecision makingoptimointiConflicting objectives020204 information systems0202 electrical engineering electronic engineering information engineeringPreference (economics)business.industryDecision makermonitavoiteoptimointiExpert systemmachine learningkoneoppiminenmultiple objective optimization020201 artificial intelligence & image processingArtificial intelligencebusinesscomputerPython2020 IEEE Symposium Series on Computational Intelligence (SSCI)
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