Property appraisal with a log - t predictive distribution |
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Authors: | CAIN MICHAEL; JANSSEN CHRISTIAN |
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Institution: |
School of Business, University of Wales Bangor, College Road Bangor, LL57 2DG, UK
Faculty of Business, University of Victoria PO Box 3015, Victoria, BC, Canada, V8w 2Y2
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Abstract: | A multiplicative model with log-normal errors is used to appraisethe market value of a property and a natural conjugate prior,describing the beliefs of an expert appraiser about the parameters,is elicited. Loss is an asymmetric function of the predictedprice as a proportion of the actual price, and the optimal predictionis a multiplicative adjustment to the exponent of the predictivemean of the logarithm of price. The prediction of the priceof a property is made using both the elicited prior and tworeference priors. The robustness of the procedure is assessedby means of the evaluation of a number of elasticities of priceprediction with regard to changes in a parameter value, eitherof the prior distribution or the loss function. |
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Keywords: | Bayeian prediction multiplicative model robustness |
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