Research on the precise economic support model of college student financial aid policy to the funded group based on cluster analysis
, e
21 mar 2025
INFORMAZIONI SU QUESTO ARTICOLO
Pubblicato online: 21 mar 2025
Ricevuto: 15 nov 2024
Accettato: 14 feb 2025
DOI: https://doi.org/10.2478/amns-2025-0655
Parole chiave
© 2025 Ying Deng, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Figure 1.
Figure 2.
Figure 3.
Figure 4.
Figure 5.
Partial frequent sets
| No. | Frequent set | Support count | Confidence count |
|---|---|---|---|
| 1 | No scholarship, not poor, female, 1000128 | 186 | 217 |
| 2 | Non-poverty, female, 1000128 | 224 | 308 |
| 3 | Non-poor students, 1000128 | 231 | 284 |
| 4 | Female, 1000136 | 269 | 262 |
| 5 | No scholarship, 1000124 | 307 | 135 |
| 6 | Male, 1000037 | 86 | 96 |
| 7 | 1000064, 11000069 | 74 | 88 |
| 8 | Male, 1000082, 1000084 | 81 | 101 |
| 9 | Male, 22, 1000071 | 83 | 79 |
The type of college students’ study
| Variable | Clustering | ||
|---|---|---|---|
| 1 | 2 | 3 | |
| Learning behavior | -0.173 | 1.138 | -0.924 |
| Learning interest | -0.328 | 1.316 | -0.811 |
| Learning stress | -0.062 | 0.134 | 0.015 |
| Learning harvest | 0.083 | 0.985 | -1.247 |
| Number (%) | 4264 (52.42%) | 2028 (24.93%) | 1842 (22.65%) |
High trusted approximate precision association rules
| The latter term is “poverty” | |||
|---|---|---|---|
| No. | Approximate precision rule | Support | Confidence |
| 1 | Property income < 328.7 yuan & per capita net income > 3200 yuan & Annual income > 18000 yuan =< poverty | 15% | 76% |
| 2 | Family number > 10 & Annual income > 18000 yuan =< poverty | 14% | 82% |
| 3 | Family number > 10 & per capita net income > 3200 yuan & Annual income > 18000 yuan =< poverty | 14% | 85% |
| 4 | Whether to loan = Yes & Family number > 10 & Annual income > 18000 yuan =< poverty | 14% | 82% |
| 5 | Family number > 10 & whether out of poverty = out of poverty & Annual income > 18000 yuan =< poverty | 13% | 82% |
| …… | |||
| The latter term is “general poverty” | |||
| No. | Approximate precision rule | Support | Confidence |
| 1 | Family woodland area < 1 mam & Wage income < 11000 yuan & per capita net income < 2200 yuan =< general poverty | 9% | 60% |
| 2 | Wage income < 11000 yuan & per capita net income < 2200 yuan & Annual income=12000~18000 yuan =< general poverty | 8% | 60% |
| 3 | Wage income < 11000 yuan & Productive expenditure=1200~1900yuan & per capita net income < 2200 yuan =< general poverty | 6% | 63% |
| 4 | Wage income < 11000 yuan & Transfer income=0yuan & per capita net income < 2200 yuan =< general | 6% | 60% |
| 5 | Production operating income=3800~7000yuan & Wage income < 11000 yuan & per capita net income < 2200 yuan =< general | 6% | 60% |
| …… | |||
High trusted approximate precision association rules-Special poverty
| No. | Approximate precision rule | Support | Confidence |
|---|---|---|---|
| 1 | Per capita net income < 2200 yuan =< Special poverty | 25% | 100% |
| 2 | Whether to loan = Yes & per capita net income < 2200 yuan =< Special poverty | 25% | 100% |
| 3 | Whether out of poverty = out of poverty & per capita net income < 2200 yuan =< Special poverty | 25% | 100% |
| 4 | Whether to loan = Yes & Whether out of poverty = out of poverty & per capita net income < 2200 yuan =< Special poverty | 25% | 100% |
| 5 | Physical health = health & per capita net income < 2200 yuan =< Special poverty | 25% | 100% |
| …… | |||