Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Pure greedy algorithm (PGA), orthogonal greedy algorithm (OGA) and relaxed greedy algorithm (RGA) are three widely used greedy type algorithms in both nonlinear approximation and supervised learning. ,  apply another variant of greedy-type algorithm, called the truncated greedy algorithm (TGA) in the realm of supervised learning and study its learning performance.  rigorously prove that TGA is better than PGA in the sense that TGA possesses the faster learning rate than PGA. Furthermore, in some special cases,  also prove that TGA outperforms OGA and RGA. All these theoretical assertions are verified by both toy simulations and real data experiments.
['Lin Xu', 'Shaobo Lin', 'Zongben Xu']
I am writing a research paper on a idea Learning capability of the truncated greedy algorithm
[{"from": "human", "value": "I am writing a research paper on a idea Learning capability of the truncated greedy algorithm"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Pure greedy algorithm (PGA), orthogonal greedy algorithm (OGA) and relaxed greedy algorithm (RGA) are three widely used greedy type algorithms in both nonlinear approximation and supervised learning. ,  apply another variant of greedy-type algorithm, called the truncated greedy algorithm (TGA) in the realm of supervised learning and study its learning performance.  rigorously prove that TGA is better than PGA in the sense that TGA possesses the faster learning rate than PGA. Furthermore, in some special cases,  also prove that TGA outperforms OGA and RGA. All these theoretical assertions are verified by both toy simulations and real data experiments."}]