Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  investigate using gradient descent methods for learning ranking functions;  propose a simple probabilistic cost function, and  introduce RankNet, an implementation of these ideas using a neural network to model the underlying ranking function.  present test results on toy data and on data from a commercial internet search engine.
['Christopher J. C. Burges', 'Tal Shaked', 'Erin Renshaw', 'Ari Lazier', 'Matt Deeds', 'Nicole A. Hamilton', 'Gregory N. Hullender']
I am writing a research paper on a idea Learning to rank using gradient descent
[{"from": "human", "value": "I am writing a research paper on a idea Learning to rank using gradient descent"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  investigate using gradient descent methods for learning ranking functions;  propose a simple probabilistic cost function, and  introduce RankNet, an implementation of these ideas using a neural network to model the underlying ranking function.  present test results on toy data and on data from a commercial internet search engine."}]