Financial market risk early warning method in internet environment
A financial market and risk early warning technology, applied in finance, network data retrieval, network data indexing, etc., can solve problems such as lack of objective evaluation, inaccurate calculation of emotional strength, and poor accuracy of risk early warning models.
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[0050] In this example, if figure 1 As shown, a financial market risk early warning method in the Internet environment is to use text mining technology combined with machine learning algorithms to more accurately calculate the intensity of investor sentiment, and combine internal and external indicators in the market to build a more robust and accurate risk early warning model. Specifically, proceed as follows:
[0051] Step 1. Data preprocessing. In this embodiment, the selected document collection is stock bar comment data:
[0052] Step 1.1, define the time period as T, T={T 1 ,... T t ,... T F}, 1≤t≤F,T t Indicates the tth time period, in the tth time period T t Select the stock bar comment text set corresponding to any stock i, denoted as
[0053] Step 1.2, for the tth time period T t A collection of stock bar comment texts corresponding to stock i Carry out stop word removal and word segmentation processing to get stock i in the tth time period T t inner text...
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