Research map / Graph learning / Knowledge and temporal graphs
Explainable Reasoning over Knowledge Graphs for Recommendation
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add relation embeddings to path inputs (ablation) | KPRN · MI | hit@5: 0.635 -> 0.676 | Helped |
| add relation embeddings to path inputs (ablation) | KPRN · MI | ndcg@5: 0.533 -> 0.584 | Helped |
| add relation embeddings to path inputs (ablation) | KPRN · KKBox | hit@5: 0.712 -> 0.717 | Helped |
| add relation embeddings to path inputs (ablation) | KPRN · KKBox | ndcg@5: 0.607 -> 0.613 | Helped |
| decrease γ from 1 to 0.1 in weighted pooling (ablation) | KPRN · MI | hit@K and ndcg@K | Hurt |
| increase γ from 1 to 10 in weighted pooling (ablation) | KPRN · MI | hit@K and ndcg@K | Hurt |
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