Figures & data
Figure 1. Structures of GNP individual and GNP node.
Source: drawn by authors with the help of R software.
![Figure 1. Structures of GNP individual and GNP node.Source: drawn by authors with the help of R software.](/cms/asset/7af31803-d177-4aea-ac3d-ee799c5d59c5/rero_a_2043762_f0001_c.jpg)
Table 1. Price return of transaction.
Table 2. Database after transformation.
Table 3. Example of the weight database of a transaction.
Figure 3. Rule extraction of the proposed method.
Source: drawn by authors with the help of R software.
![Figure 3. Rule extraction of the proposed method.Source: drawn by authors with the help of R software.](/cms/asset/9b848aca-7871-4a38-bb36-113706ba5e19/rero_a_2043762_f0003_c.jpg)
Table 4. Parameters of the class association rule mining method.
Table 5. Six kinds of classifiers.
Table 6. Average profits for 30 stocks of the 6 classifier models (%).
Table 7. Max profits for 30 stocks of the 6 classifier models (%).
Figure 4. Profit fluctuation for exxon mobil corp.
Source: drawn by authors with the help of R software.
![Figure 4. Profit fluctuation for exxon mobil corp.Source: drawn by authors with the help of R software.](/cms/asset/d5407642-cafb-4b7b-9af1-977ad460a8bf/rero_a_2043762_f0004_c.jpg)
Figure 5. Profit fluctuation for J.P. Morgan Chase & Co.
Source: drawn by authors with the help of R software.
![Figure 5. Profit fluctuation for J.P. Morgan Chase & Co.Source: drawn by authors with the help of R software.](/cms/asset/964f8ced-a0a2-484c-8703-5b323d4efbd3/rero_a_2043762_f0005_c.jpg)
Figure 6. Profit fluctuation for Coca-Cola Company.
Source: drawn by authors with the help of R software.
![Figure 6. Profit fluctuation for Coca-Cola Company.Source: drawn by authors with the help of R software.](/cms/asset/4da09a1b-bfc1-48a3-a20b-d8e9acd1c72b/rero_a_2043762_f0006_c.jpg)
Table 8. Accuracy of prediction.