Best Accuracy scores. Part 1 and Part 2 shown on my hidden test set. Sorted by best score on either.
| Author Prediction Accuracy | ||
|---|---|---|
| IDs | LM TEST | LOGISTIC TEST |
| 255172 252994 (LogisticReg, 8-grams, mincount=5, Scaler) | 11.78% | 86.71% |
| 253078 252130 (LogisticReg, 5-grams, mincount=5, Regularization) | 11.78% | 86.10% |
| 251854 (SmoothedBi, k=.001, combined lines, split on proper sentences) | 84.29% | 80.06% |
| 255838 256828 (Neural, 1 hidden layer d175, bigrams, mincount=7 | 64.35% | 83.69% |
| 253762 256894 (Neural, 2 hidden layers d100-50, 1000 iterations) | 79.46% | 82.48% |
| 250522 252016 (Neural, 1 layer default, bigrams, mincount=19) | 74.02% | 82.48% |
| 255076 255964 (RidgeClassifier, defaults, trigrams, mincount=2) | 79.15 | 81.87% |
| 254572 | 76.13% | 79.15% |
| 256354 | 74.92% | 78.55% |
| 251344 255748 | 78.25% | 76.13% |
| 250072 | 73.11% | 77.95% |
| 253828 256774 | 74.92% | 71.60% |
| 251740 253750 | 74.02% | 72.51% |
| 253306 | crash | 73.41% |
| 255514 | 72.51% | 72.81% |
| 251218 252670 | 72.51% | 71.90% |
| 251692 255064 | 69.18% | 72.21% |