Research map / Label-efficient and robust learning / Recognition and long-tail
Structured Features in Naive Bayes Classification
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| replace tabular NB conditional distributions with PSDD structured attribute | naive Bayes · Anomalous path detection, 8x8 grid, train size 2^8 | accuracy: 59.09% -> 98.97% | Helped |
| replace tabular NB with PSDD at larger training size | naive Bayes · Anomalous path detection, 8x8 grid, train size 2^12 | accuracy: 87.80% -> 99.87% | Helped |
| replace Mallows model with PSDD for game-trace distributions | NB classifier · Tic-tac-toe play style | accuracy | Helped |
| replace Mallows model with PSDD for game-trace distributions | NB classifier · 3x3 Hex skill level | accuracy | Helped |
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