Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  discuss a novel decision tree architecture with soft decisions at the internal nodes where  choose both children with probabilities given by a sigmoid gating function. Our algorithm is incremental where new nodes are added when needed and parameters are learned using gradient-descent.  visualize the soft tree fit on a toy data set and then compare it with the canonical, hard decision tree over ten regression and classification data sets. Our proposed model has significantly higher accuracy using fer nodes.
['Ozan Irsoy', 'Olcay Taner Yildiz', 'Ethem Alpaydin']
I am writing a research paper on a idea Soft decision trees
[{"from": "human", "value": "I am writing a research paper on a idea Soft decision trees"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  discuss a novel decision tree architecture with soft decisions at the internal nodes where  choose both children with probabilities given by a sigmoid gating function. Our algorithm is incremental where new nodes are added when needed and parameters are learned using gradient-descent.  visualize the soft tree fit on a toy data set and then compare it with the canonical, hard decision tree over ten regression and classification data sets. Our proposed model has significantly higher accuracy using fer nodes."}]