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https://colab.research.google.com/drive/1w-TrNvWsrco2XPg8qvyhQa7VPFnwTlnl
https://colab.research.google.com/drive/1whu-oozVh9oBS5B-_0-VrRH6k7qsQjuU
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https://colab.research.google.com/drive/1XS0t99BmVINGLxFfSvjOz0k_8akB8gIX
https://colab.research.google.com/drive/1Az2ZFd3v3TUCcKCTGj16zeh1BGu_Xhna
Binary neural network
The relationships between meteorological parameters have a nonlinear nature. In order to test the nonlinear relationship between these meteorological parameters, a binary decision tree has been used [@george1997classification]. In this study, the first three root nodes and the first two leaves have been retained as inputs for a binary network and the remaining root node and leaves as outputs. The results of the binary neural network models are presented in Table 7.
The actual results are compared with the predicted results using these models and the correlation between actual and predicted results were found to be $0.7608$, $0.7758$, $0.7695$, $0.7689$, $0.7809$, $0.7635$ and $0.7641$ for FAP, RH, SWI, P, TH and T respectively.
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