ABCDEFGHIJKLMNOPQRSTUVWXYZ
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Default Test Conditions
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AlgorithmTest OptionAccuracy
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Logistic5 Folds84.88%
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10 Folds85.37%
5
75% split84.38%
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80% split88.29%
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Multi-Layer Perceptron5 Folds97.85%
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10 Folds97.46%
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75% split98.05%
10
80% split98.05%
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Stochastic Gradient Descent5 Folds84.68%
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10 Folds84.88%
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75% split82.42%
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80% split85.85%
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SGD Text5 Folds51.32%
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10 Folds51.32%
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75% split51.95%
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80% split56.10%
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Simple Logistic5 Folds85.56%
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10 Folds85.17%
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75% split84.77%
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80% split88.29%
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Sequential minimal optimization5 Folds84.78%
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10 Folds84.88%
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75% split85.55%
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80% split88.29%
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Voted Perceptron5 Folds67.71%
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10 Folds67.71%
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75% split66.41%
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80% split65.85%
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Naïve Bayes5 Folds83.32%
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10 Folds83.41%
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75% split83.20%
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80% split85.85%
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J485 Folds96.88%
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10 Folds99.02%
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75% split92.58%
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80% split94.15%
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Random Forest5 Folds100%
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10 Folds100%
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75% split100%
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80% split100%
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44
45
Bagging
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AlgorithmTest OptionAccuracy
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Logistic5 Folds84.98%
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10 Folds84.68%
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75% split85.94%
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80% split88.29%
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Multi-Layer Perceptron5 Folds97.56%
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10 Folds97.17%
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75% split98.05%
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80% split99.02%
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Stochastic Gradient Descent5 Folds85.66%
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10 Folds84.49%
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75% split86.72%
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80% split88.78%
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SGD Text5 Folds51.32%
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10 Folds51.32%
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75% split51.95%
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80% split43.90%
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Simple Logistic5 Folds85.17%
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10 Folds84.98%
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75% split85.16%
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80% split88.78%
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Sequential minimal optimization5 Folds84.98%
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10 Folds84.59%
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75% split87.11%
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80% split89.76%
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Voted Perceptron5 Folds68.78%
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10 Folds68.88%
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75% split67.19%
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80% split67.80%
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Naïve Bayes5 Folds83.22%
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10 Folds83.61%
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75% split83.20%
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80% split85.85%
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J485 Folds98.54%
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10 Folds97.95%
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75% split98.05%
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80% split95.61%
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Random Forest5 Folds100%
84
10 Folds100%
85
75% split99%
86
80% split100%
87
88
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Boosting
90
AlgorithmTest OptionAccuracy
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Logistic5 Folds84.88%
92
10 Folds85.37%
93
75% split84.38%
94
80% split88.29%
95
Multi-Layer Perceptron5 Folds99.02%
96
10 Folds98.73%
97
75% split100.00%
98
80% split100.00%
99
Stochastic Gradient Descent5 Folds85.27%
100
10 Folds83.51%