Performance Rankings

Best Accuracy scores. All from Part 2 unless noted:

Author Prediction Accuracy
IDsDEVTEST
3636 (MLPClassifier, 150 sized hidden layer, 1000 iters)90.41%85.50%
1572 (MLPClassifier, 21 sized hidden layer, 250 iters)90.41%83.69%
4392 (MLPClassifier, default)90.04%83.38%
2436 (RidgeClassifier, default)91.51%81.57%
8710 (MLPClassifier, 300 iters, 2-4grams)83.39%79.76%
2628 (LinearSVC)87.45%78.85%
0336 2892 (Naive Bayes)80.81%77.95%
3006 6090 (PassiveAggressiveClassifier)85.24%77.04%
0188 (LogisticReg)84.87%74.62%
6588 1332 337884.13%73.11%
0954 643883.03%72.51%
705683.39%72.21%
228083.39%71.90%
080482.29%71.90%
6252 537083.03%71.60%