Introduction

is paper presents an innovative approach to the problem of predicting the behavior of a system based on its past data. The proposed method is a hybrid model that combines both machine learning and statistical techniques to enhance the accuracy of predictions. The hybrid model consists of two main components: a neural network for feature extraction and a decision tree for classification. The neural network is trained using a dataset of historical data, while the decision tree is used to classify new instances into one of several predefined categories. The hybrid model is evaluated using a test dataset and compared with other existing models in the literature. The results show that the hybrid model outperforms other models in terms of accuracy, precision, recall, and F1 score. Additionally, the hybrid model is found to be more robust to noise and outliers in the data, making it suitable for real-world

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