Created
November 26, 2015 14:02
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Confidence score
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public class Confidence { | |
private static double erf(double x) { | |
double a1 = 0.254829592; | |
double a2 = -0.284496736; | |
double a3 = 1.421413741; | |
double a4 = -1.453152027; | |
double a5 = 1.061405429; | |
double p = 0.3275911; | |
x = Math.abs(x); | |
double t = 1 / (1 + p * x); | |
return 1 - ((((((a5 * t + a4) * t) + a3) * t + a2) * t) + a1) * t * Math.exp(-1 * x * x); | |
} | |
static double snt(double z) { | |
return 0.5 * (1.0 + Math.signum(z) * erf(Math.abs(z) / Math.sqrt(2))); | |
} | |
private final double z; | |
public Confidence(double confidence) { | |
z = snt(confidence); | |
} | |
public double confidence(int ups, int downs) { | |
int n = ups + downs; | |
if (n == 0) { | |
return 0; | |
} | |
double phat = (double) ups / n; | |
return Math.sqrt(phat + z * z / (2 * n) - z * ((phat * (1 - phat) + z * z / (4 * n)) / n)) / (1 + z * z / n); | |
} |
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public class ConfidenceTest { | |
@Test | |
public void testConfidence() { | |
Confidence confidence = new Confidence(0.80); | |
class Score { | |
int ups, downs; | |
Score(int ups, int downs) { | |
this.ups = ups; | |
this.downs = downs; | |
} | |
double confidence() { | |
return confidence.confidence(ups, downs); | |
} | |
} | |
Score s1 = new Score(1, 0); | |
Score s2 = new Score(10, 1); | |
Score s3 = new Score(40, 20); | |
Score s4 = new Score(100, 40); | |
List<Score> scores = asList(s1, s2, s3, s4); | |
scores.sort(Comparator.comparing(Score::confidence).reversed()); | |
assertThat(scores, is(equalTo(asList(s2, s4, s3, s1)))); | |
} | |
} |
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