Table 7 Comparison of the outcome of the Markov chain and fuzzy interrelated method with other existing methods
Stock Name | Mean absolute per cent error (MAPE) in forecast for test dataset | Observed trend | Existing trend | Error | ||||
|---|---|---|---|---|---|---|---|---|
ARIMA | HiMMI | ANN-GA-HMM Interpolation | Hassan fusion model with weighted average | The proposed model MAPE tolerance limit | ||||
IBM Corp. | 0.9723 | 1.2186 | 1.0555 | 0.8487 | (−2.03, 3.68) | S/M trend | S/M trend | Zero |
APPLE Comp. Inc. | 1.8009 | 2.8373 | 2.1650 | 1.9247 | (−9.15, 11.14) | Uptrend | Uptrend | Zero |
DELL Inc. | 0.6604 | 1.0117 | 0.8446 | 0.6992 | (−3.42, 8.22) | S/M trend | S/M trend | Zero |