What are the key mechanisms by which ensemble methods improve the accuracy and robustness of decision tree models?

Feb 28, 2023 ... ... decision tree was made using the J48 algorithm. The decision tree simplifying and speed up the decision-making process for recommended ... Apr 11, 2025 ... ... J48 algorithm. AIP Conf. Proc. 11 April 2025; 3270 (1): 020102 ... Research Tools and Procedures: An study using logistic regression and a J48 ... Nov 29, 2023 ... Tree-based Data Mining Algorithms. J48: J48 is the implementation of Quinlan's C4.5 algorithm to generate a trimmed decision tree. Initially ... Jul 12, 2019 ... In this study, a decision-making classifier (J48) is applied over a data-mining platform (Weka) to measure accuracy and linear regression on classification ... ... decision tree. For this purpose, the cost-sensitive J48 algorithm was used to develop the decision tree model. Results: Utilizing all the key features of ... algorithm "Rainbow" has no impact on J48 decision tree algorithm. After all, we concluded that there is no need for removing stop words, because according ... In this sense, the performance of the proposed methodology was evaluated in a comparative way between the Random Forest and the type J48. Decision Tree. For ... Feb 9, 2024 ... 1 Answer 1 · it is a numeric class attribute. – Adnan Abass. Commented Feb 10, 2024 at 8:24 · 1. That's your problem then, as J48 is a ... This paper presents a classification on the problem of in-vehicle coupon recommendation to determine the decision of coupon acceptance. Java implementation of the C4.5 algorithm is known as J48, which is available in WEKA data mining tool. Gain Ratio. Where: |Dj|/|D| acts as the weight of the ...