Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Signal classification is based on the extraction of several features that will be used as inputs of a classifier. The selection of these features is one of the most crucial parts, because they will design the search space, and, therefore, will determine the difficulty of the classification. Usually, these features are selected by using some prior knowledge about the signals, but there is no method that can determine that they are the most appropriate to solve the problem.  proposes a new technique for signal classification in which a Genetic Algorithm is used in order to automatically select the best feature set for signal classification, in combination with a kNN as classifier system. This method was used in a ll known problem and its results improve those already published in other works.
['Daniel Rivero', 'Enrique Fernández-Blanco', 'Julian Dorado', 'Alejandro Pazos']
I am writing a research paper on a idea A new signal classification technique by means of Genetic Algorithms and kNN
[{"from": "human", "value": "I am writing a research paper on a idea A new signal classification technique by means of Genetic Algorithms and kNN"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely: Signal classification is based on the extraction of several features that will be used as inputs of a classifier. The selection of these features is one of the most crucial parts, because they will design the search space, and, therefore, will determine the difficulty of the classification. Usually, these features are selected by using some prior knowledge about the signals, but there is no method that can determine that they are the most appropriate to solve the problem.  proposes a new technique for signal classification in which a Genetic Algorithm is used in order to automatically select the best feature set for signal classification, in combination with a kNN as classifier system. This method was used in a ll known problem and its results improve those already published in other works."}]