Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  suggests a method for multiclass learning with many classes by simultaneously learning shared characteristics common to the classes, and predictors for the classes in terms of these characteristics.  cast this as a convex optimization problem, using  trace-norm  regularization and study gradient-based optimization both for the linear case and the kernelized setting.
['Yonatan Amit', 'Michael Fink', 'Nathan Srebro', 'Shimon Ullman']
I am writing a research paper on a idea Uncovering shared structures in multiclass classification
[{"from": "human", "value": "I am writing a research paper on a idea Uncovering shared structures in multiclass classification"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  suggests a method for multiclass learning with many classes by simultaneously learning shared characteristics common to the classes, and predictors for the classes in terms of these characteristics.  cast this as a convex optimization problem, using  trace-norm  regularization and study gradient-based optimization both for the linear case and the kernelized setting."}]