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Use of the zero norm with linear models and kernel methods
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References
2003
Year
Zero NormEngineeringMachine LearningSo-called Zero-normNorm (Mathematics)Linear ModelsFunctional AnalysisSupport Vector MachineData SciencePattern RecognitionStatisticsSupervised LearningComputational Learning TheoryFeature SeKnowledge DiscoveryKernel MethodsStatistical Learning TheoryFunctional Data AnalysisModel OptimizationParameter TuningReproducing Kernel MethodStatistical InferenceKernel Method
We explore the use of the so-called zero-norm of the parameters of linear models in learning. Minimization of such a quantity has many uses in a machine learning context: for variable or feature se...