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proton therapysimple interpretablejoint patientpatient selectionselection schedulingscheduling showsshows applicationapplication protonstate transitionvariation budgetsdynamic regretregret boundproposed policyscheduling verfahrenscheduling problemlearning processrevenue managementlearning blessingblessing optimismoptimism jointtransition distributionsnumerical experimentsusing simpleoperational challengesindex basedbased ruleanalytical performanceperformance guaranteesperformance proposedappointment schedulingindex rulesno showse learningtherapy calibratingcalibrating salessales forecastsforecasts pandemicpandemic usingusing competitivecompetitive onlineonline nonparametricnonparametric regressionregression nonnon stationarystationary reinforcementreinforcement learningtherapy nonstationarynonstationary reinforcementtherapy hedginghedging driftdrift learninglearning optimizeoptimize nonstationaritynonstationarity motivatedmotivated applications
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