Weighted Summation

class pumas.aggregation.weighted_summation.WeightedSummationAggregation(params: Dict[str, Any] | None = None)

Computes the weighted summation of a set of values with corresponding weights.

\[A = \sum_{i=1}^{n}{w_i x_i}\]

Where:

• \(A\) is the weighted summation

• \(x_i\) is each value in the values array

• \(w_i\) is the weight corresponding to each value \(x_i\)

• \(n\) is the number of elements in the values and weights arrays

Usage Example:

>>> from pumas.aggregation import aggregation_catalogue

>>> aggregator_class = aggregation_catalogue.get("summation")

>>> aggregator = aggregator_class()

>>> values = [1.0, 2.0, 3.0]
>>> weights = [0.2, 0.3, 0.5]
>>> result = aggregator.compute_numeric(values=values, weights=weights)
>>> print(f"{result:.2f}")
2.30

>>> result = aggregator(values=values, weights=weights) # Same as compute_numeric
>>> print(f"{result:.2f}")
2.30

>>> from uncertainties import ufloat
>>> values = [ufloat(1.0, 0.1), ufloat(2.0, 0.2), ufloat(3.0, 0.3)]
>>> weights = [0.2, 0.3, 0.5]
>>> result = aggregator.compute_ufloat(values=values, weights=weights)
>>> print(result)
2.30+/-0.16

compute_numeric(values: List[float | None], weights: List[float | None] | None = None) → float

Compute the weighted summation for numeric input values.

Parameters:

• values (List[float]) – The list of numeric values to be aggregated.

• weights (Optional[List[float]]) – The list of weights corresponding to each value. If None, equal weights are assumed.

Returns:

The computed weighted summation.

Return type:

float

compute_ufloat(values: List[AffineScalarFunc | None], weights: List[float | None] | None = None) → AffineScalarFunc

Compute the weighted summation for uncertain float input values.

Parameters:

• values (List[UFloat]) – The list of uncertain float values to be aggregated.

• weights (Optional[List[float]]) – The list of weights corresponding to each value. If None, equal weights are assumed.

Returns:

The computed weighted summation with uncertainty.

Return type:

UFloat