What are the limitations of relying solely on the structure of the decision tree for interpretability?

5 algorithms or can be called as optimized implementation of the C4.5. The output of J48 is the Decision tree. A Decision tree is similar to the tree structure ... the J48 Decision Tree algorithm and the combination of J48 with Freeling and Leffe ... the J48 Decision Tree algorithm over all eval- uation datasets are ... Research productivity is seen as a shared issue present in most academic institutions, as research output requires skills, time and patience. ... J48 classifier, as depicted in Figures 21-a and 21-b. Note that J48 (implementation of C4.5 algorithm) does not require discretization of numeric attributes ... Jul 15, 2018 ... Information Gain &. Fuzzy Rule Induction. Classifier (Combined. Algorithm). FURIA, JRip and J48 has recorded similar accuracy rate at 99% and ... Data Science (ICCIDS 2018). Keywords:C4.5, J48, J48Consolidated, J48Graft, TOPSIS, Classifier Rank, ISCXIDS2012, NSL-KDD, Intrusion Detection. May 9, 2020 ... We apply different Machine Learning classification algorithms to predict an acceptance model of E-orientation systems. 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 ... Keywords: crime prediction; machine learning; decision tree; J48; artificial intelligence; Classification Algorithms. I. INTRODUCTION. Crimes are a common ... ... Decision Stump, and J48 algorithms were used. According to these algorithms, the best classification rate has been reached with J48 algorithm. The results.