probability

Probability

Methods

aggregate

(static) aggregate(pa1, pa2) → {number}

Aggregates two probability estimates from independent sources about the occurrence of a single event a. It returns the aggregated probability of occurrence of the event a. The assumption here is that the two probabilities (estimates) are not correlated with each other and the common prior probability of a is 0.5.

For a detailed explanation, refer to the paper titled Bayesian Group Belief by Franz Dietrich published in Social Choice and Welfare October 2010, Volume 35, Issue 4, pp 595–626.

Example
aggregate( 0.5, 0.6 );
// returns 0.6
aggregate( 0.5, 0.4 );
// returns 0.4
aggregate( 0.6, 0.6 );
// returns 0.6923076923076923
aggregate( 0.4, 0.6 );
// returns 0.5
Parameters
Name Type Description
pa1 number

first estimate of probability of occurrence of event a.

pa2 number

second estimate of probability of occurrence of event a.

Returns

the aggregated probability.

Type
number

range4CI

(static) range4CI(successCount, totalCount, zscoreopt) → {object}

Computes probability from the observed count of successes (successCount) out of the total count (totalCount) along with its range for required level of Confidence Interval (CI) i.e. zscore . The range is the minimum and maximum probability values for given zscore or CI.

These computations are based on approach specified in the Wilson's Notes on Probable Inference, The Law of Succession, and Statistical Inference published in ASA's Journal.

For quick reference, typical value of zscore for 90% and 95% CI is approximately 1.645 and 1.960 respectively.

Example
range4CI( 1, 10 );
// returns {
//   probability: 0.18518871952479238,
//   min: 0.02263232984000629,
//   max: 0.34774510920957846
// }
range4CI( 10, 100 );
// returns {
//   probability: 0.1105389143431459,
//   min: 0.06071598345043355,
//   max: 0.16036184523585828
// }
Parameters
Name Type Attributes Default Description
successCount number

observed count of successes out of

totalCount number

the total count.

zscore number <optional>
1.645

for the required level of CI.

Returns

containing probability, min and max.

Type
object