Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  propose a novel algorithm to design multi- class kernels based on an iterative combination of ak kernels in a schema inspired from the boosting framework. Our solution has a complexity lin- ear with the training set size.  evaluate our method for classification on a toy example by integrating our multi-class kernel into a kNN clas- sifier and comparing our results with a reference iterative kernel design method.  also evaluate our method for image categorization by con- sidering a classic image database and comparing our boosted linear kernel combination with the direct linear combination of all features in a linear SVM.
['Alexis Lechervy', 'Philippe Henri Gosselin', 'Frédéric Precioso']
I am writing a research paper on a idea Linear kernel combination using boosting
[{"from": "human", "value": "I am writing a research paper on a idea Linear kernel combination using boosting"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: ,  propose a novel algorithm to design multi- class kernels based on an iterative combination of ak kernels in a schema inspired from the boosting framework. Our solution has a complexity lin- ear with the training set size.  evaluate our method for classification on a toy example by integrating our multi-class kernel into a kNN clas- sifier and comparing our results with a reference iterative kernel design method.  also evaluate our method for image categorization by con- sidering a classic image database and comparing our boosted linear kernel combination with the direct linear combination of all features in a linear SVM."}]