results. kNNs better forecast tourism demand in shorter horizons; in specific, one month ahead. The parameterisation of the … tourism demand. The forecasting performance of neural networks is examined across different parameterizations of the kNN model …. The selection of the most appropriate kNN parameterization can produce more accurate forecasts. Tourism demand is …