Bias/variance analysis of relational domains
author:
Jennifer Neville,
Purdue University
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| Slides | |
| 0:00 | Bias/variance analysis for relational domains |
| 0:48 | Comparing relational models |
| 2:41 | Conventional bias/variance analysis-part01 |
| 3:19 | Conventional bias/variance analysis-part02 |
| 5:04 | Relational inference |
| 7:23 | Error due to collective inference |
| 8:22 | Relational bias/variance analysis (part 1) |
| 9:29 | Bias/variance framework for relational data-part01 |
| 9:54 | Relational bias/variance analysis (part 2) |
| 10:51 | Bias/variance framework for relational data-part02 |
| 11:11 | Bias/variance framework for relational data-part03 |
| 11:35 | Relational bias/variance decomposition |
| 12:28 | Comparing relational models |
| 13:02 | Experimental comparison of relational models |
| 13:26 | Findings |
| 14:18 | RDN analysis |
| 15:27 | RDN modification |
| 16:43 | Modified RDN performance on synthetic data |
| 17:15 | Modified RDN performance on real data |
| 17:54 | Conclusions |
| 19:38 | Further information |
| 24:41 | RDN analysis-A |
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