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Problems That May Be Encountered When Fitting A Neural Network Mode

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MIS 655

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Problems that may be encountered when fitting a Neural Network Model

The neural network model has been in existence since 1950, and it works by mimicking

any continuous function. According to Naidu and Govinda (2018), the neural network model

includes interconnected computing nodes that work with neurons in the human brain. However,

this model often fails to perform up to the mark, or even it takes a lot of time to produce decent

results.

Some problems encountered when fitting a neural network model include data overfitting

and getting the same output for every input when predicting. The disadvantage of data overfitting

in this model is that the quality of the results is compromised when one tries to learn too much

from the sample. On the other hand, the neural network can fail to converge due to low

dimensionality. Time complexity may also become too high, and the gradient zero.

These problems are not specific to the neural network model; other models experience

these as well. Some of the solutions that can be implemented to overcome the insufficient

minority class problems include changing activation function frequently and increasing the

number of neurons in the model. In addition, one can normalize data, increase data, and perform

weight initialization.

Reference

Naidu, G. P., & Govinda, K. (2018, January). Bankruptcy prediction using neural networks. In

2018 2nd International Conference on Inventive Systems and Control (ICISC) (pp. 248-

251). IEEE.

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