Research Workbench

Stable log weight normalization calculator

Combine log weights without overflow from direct exponentiation.

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Use comma-separated finite numbers on one line. Magnitudes must be at most 1e9 and at least 1e-12, or zero.

The starting values are hypothetical. Results update as you edit. Use aggregate or synthetic inputs only.

Calculation results

Normalized weights
0.2689414214, 0.7310585786
Log total weight
1001.3133
Weight sum
1

How to interpret the output

Subtracts the largest log weight before exponentiation and normalizes the resulting weights. Outputs sum to approximately one; very small relative weights may underflow to zero. Inputs are natural logarithms, not raw probabilities. Does not validate a statistical model. Source checked 14 November 2026.

Method reference

Read the worked guide and interpretation examples →