Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: There has been surprisingly little research so far that systematically investigated the possibility of constructing hybrid learning algorithms by simple local modifications to decision tree learners.   analyze three variants of a C4.5-style learner, introducing alternative leaf models (Naive Bayes, IBI, and multi-response linear regression, respectively) which can replace the original C4.5 leaf nodes during reduced error post-pruning.  empirically show that these simple modifications can improve upon the performance of the original decision tree algorithm and even upon both constituent algorithms.  see this as a step towards the construction of learners that locally optimize their bias for different regions of the instance space.
['Alexander K. Seewald', 'Johann Petrak', 'Gerhard Widmer']
I am writing a research paper on a idea Hybrid Decision Tree Learners with Alternative Leaf Classifiers: An Empirical Study
[{"from": "human", "value": "I am writing a research paper on a idea Hybrid Decision Tree Learners with Alternative Leaf Classifiers: An Empirical Study"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: There has been surprisingly little research so far that systematically investigated the possibility of constructing hybrid learning algorithms by simple local modifications to decision tree learners.   analyze three variants of a C4.5-style learner, introducing alternative leaf models (Naive Bayes, IBI, and multi-response linear regression, respectively) which can replace the original C4.5 leaf nodes during reduced error post-pruning.  empirically show that these simple modifications can improve upon the performance of the original decision tree algorithm and even upon both constituent algorithms.  see this as a step towards the construction of learners that locally optimize their bias for different regions of the instance space."}]