Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: The paper reviews and extends an emerging body of theoretical results on deep learning including the conditions under which it can be exponentially better than shallow learning. A class of deep convolutional networks represent an important special case of these conditions, though ight sharing is not the main reason for their exponential advantage. Implications of a few key theorems are discussed, together with new results, open problems and conjectures.
['Tomaso Poggio', 'H. N. Mhaskar', 'Lorenzo Rosasco', 'Brando Miranda', 'Qianli Liao']
I am writing a research paper on a idea Why and When Can Deep – but Not Shallow – Networks Avoid the Curse of Dimensionality: a Review
[{"from": "human", "value": "I am writing a research paper on a idea Why and When Can Deep \u2013 but Not Shallow \u2013 Networks Avoid the Curse of Dimensionality: a Review"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: The paper reviews and extends an emerging body of theoretical results on deep learning including the conditions under which it can be exponentially better than shallow learning. A class of deep convolutional networks represent an important special case of these conditions, though ight sharing is not the main reason for their exponential advantage. Implications of a few key theorems are discussed, together with new results, open problems and conjectures."}]