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. 2024 Aug 9;10(16):e35674. doi: 10.1016/j.heliyon.2024.e35674

Table 6.

Specifications of different sub-models for land use conversion in the period 2000 to 2010.

Sub-Models Number of variables Model Momentum factor Hidden layer neurons Iterations RMS training RMS Test Skill Measure Accuracy (%)
Forest to Pasture 8 MLP 0.5 8 10000 0.4012 0.398 0.73 91.3
Pasture to Agricultural 0.6 0.4417 0.3501 0.69 90.4
Pasture to Residential 0.5 0.2125 0.2184 0.63 84.3
Agricultural to Residentials 0.5 0.2344 0.2881 0.56 72.4