Value Recommendation for Missing Data on BUY
76.6667AccuracyLLMDR
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LLMDRMissing Rate (%)=30, Feature=Manufacturer2026.01 | 76.6667 | 6.6667 | 6.6919 | 31.65 | |
| LLMDRMissing Rate (%)=10, Feature=Manufacturer2026.01 | 70 | 0.05 | 0.0697 | 0.3 | |
| LLMDRMissing Rate (%)=20, Feature=Manufacturer2026.01 | 69.2308 | 0.1026 | 0.0479 | 7.359 | |
| LLMDRMissing Rate (%)=30, Feature=Description2026.01 | 10.3448 | 22.4138 | 25.6699 | 1,429.9 | |
| LLMDRMissing Rate (%)=20, Feature=Description2026.01 | 10.2564 | 0.1539 | 0.2378 | 393.333 | |
| LLMDRMissing Rate (%)=10, Feature=Description2026.01 | 5.2632 | 0.1579 | 0.2973 | 183.737 | |
| LLMDRMissing Rate (%)=20, Feature=Name2026.01 | 2.5641 | 0.1282 | 0.1214 | 124.667 | |
| LLMDRMissing Rate (%)=10, Feature=Name2026.01 | 0 | 0.1053 | 0.1015 | 2.1579 | |
| LLMDRMissing Rate (%)=30, Feature=Name2026.01 | 0 | 15.5172 | 14.2205 | 856.31 |