Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  proposes a method of distinguishing stock market states, classifying them based on price variations of securities, and using an evolutionary algorithm for improving the quality of classification. The data represents buy/sell order queues obtained from rebuild order book, given as price-volume pairs. In order to put more emphasis on certain features before the classifier is used,  use a ighting scheme, further optimized by an evolutionary algorithm.
['Piotr Lipinski', 'Krzysztof Michalak', 'Adrian Lancucki']
I am writing a research paper on a idea Improving Classification of Patterns in Ultra-High Frequency Time Series with Evolutionary Algorithms
[{"from": "human", "value": "I am writing a research paper on a idea Improving Classification of Patterns in Ultra-High Frequency Time Series with Evolutionary Algorithms"}, {"from": "gpt", "value": "Thats a unique idea.You should consider the following idea to enhance your idea so that it would impact uniquely:  proposes a method of distinguishing stock market states, classifying them based on price variations of securities, and using an evolutionary algorithm for improving the quality of classification. The data represents buy/sell order queues obtained from rebuild order book, given as price-volume pairs. In order to put more emphasis on certain features before the classifier is used,  use a ighting scheme, further optimized by an evolutionary algorithm."}]