Comparisonsofvariousmethodsforsolvingstochasticcontroleconomicmodelscanbe done withMonteCarlomethods.Thesemethodshavebeenappliedtosimpleone-state, one-controlquadratic-lineartrackingmodels;however,largeoutliersmayoccurina substantialnumberoftheMonteCarlorunswhencertainparametersetsareusedin these models.Buildingontheworkof Mizrach(1991) and AmmanandKendrick(1994, 1995), thispapertracksthesourceoftheseoutlierstotwosources:(1)theuseofazero for thepenaltyweightsonthecontrolvariablesand(2)thegenerationofnear-zero initial estimateofthecontrolparameterinthesystemsequationsbytheMonteCarlo routine.Thisresultleadstoanunderstandingofwhyboththeunsophisticatedoptimal feedback(certaintyequivalence)andthesophisticateddualmethodsdopoorlyinsome MonteCarlocomparisonsrelativetothemoderatelysophisticatedexpectedoptimal feedbackmethod.
Tucci, M.P., AMMAN H., M., Kendrick, D.A. (2010). The Parameter Set in an Adaptive Control Monte Carlo Experiment: Some Considerations. JOURNAL OF ECONOMIC DYNAMICS & CONTROL, 34, 1531-1549 [10.1016/j.jedc.2010.06.014].
The Parameter Set in an Adaptive Control Monte Carlo Experiment: Some Considerations
TUCCI, MARCO PAOLO;
2010-01-01
Abstract
Comparisonsofvariousmethodsforsolvingstochasticcontroleconomicmodelscanbe done withMonteCarlomethods.Thesemethodshavebeenappliedtosimpleone-state, one-controlquadratic-lineartrackingmodels;however,largeoutliersmayoccurina substantialnumberoftheMonteCarlorunswhencertainparametersetsareusedin these models.Buildingontheworkof Mizrach(1991) and AmmanandKendrick(1994, 1995), thispapertracksthesourceoftheseoutlierstotwosources:(1)theuseofazero for thepenaltyweightsonthecontrolvariablesand(2)thegenerationofnear-zero initial estimateofthecontrolparameterinthesystemsequationsbytheMonteCarlo routine.Thisresultleadstoanunderstandingofwhyboththeunsophisticatedoptimal feedback(certaintyequivalence)andthesophisticateddualmethodsdopoorlyinsome MonteCarlocomparisonsrelativetothemoderatelysophisticatedexpectedoptimal feedbackmethod.File | Dimensione | Formato | |
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https://hdl.handle.net/11365/25329
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