Research map / Probabilistic and scientific modeling / Variational and generative sampling
Probabilistic Logic Programming with Beta-Distributed Random Variables
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use moment-matched Beta operators instead of standard subjective logic operators (ablation) | aProbLog · Friends & Smokers, N_ins=10 | actual RMSE: 0.1514 -> 0.1014 | Helped |
| Use moment-matched Beta operators instead of standard subjective logic operators (ablation) | aProbLog · Friends & Smokers, N_ins=50 | actual RMSE: 0.1123 -> 0.0620 | Helped |
| Use moment-matched Beta operators instead of standard subjective logic operators (ablation) | aProbLog · Friends & Smokers, N_ins=100 | actual RMSE: 0.1253 -> 0.0641 | Helped |
| Use moment-matched Beta operators instead of standard subjective logic operators (ablation) | aProbLog · Net1, N_ins=10 | actual RMSE: 0.2078 -> 0.1505 | Helped |
| Use moment-matched Beta operators instead of standard subjective logic operators (ablation) | aProbLog · Net2, N_ins=10 | actual RMSE: 0.2089 -> 0.1387 | Helped |
| Use moment-matched Beta operators instead of standard subjective logic operators (ablation) | aProbLog · Net3, N_ins=10 | actual RMSE: 0.2111 -> 0.1566 | Helped |
| Use moment-matched Beta operators instead of standard subjective logic operators (ablation) | aProbLog · Net3, N_ins=50 | actual RMSE: 0.0548 -> 0.0697 | Hurt |
| Use moment-matched Beta operators instead of standard subjective logic operators | aProbLog · Net1, N_ins=50 | actual RMSE: 0.0555 vs 0.0553 | No clear effect |
| Use moment-matched Beta operators instead of standard subjective logic operators | aProbLog · Net2, N_ins=50 | actual RMSE: 0.0537 vs 0.0528 | No clear effect |
| Use moment-matched Beta operators instead of standard subjective logic operators | aProbLog · Net2, N_ins=100 | actual RMSE: 0.0730 vs 0.0726 | No clear effect |
| Use moment-matched Beta operators instead of standard subjective logic operators | aProbLog · Net3, N_ins=100 | actual RMSE: 0.0745 vs 0.0743 | No clear effect |
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