Research Workbench

Equal weight isotonic regression calculator

Fit an ordered sequence under a monotonicity constraint.

Your entries stay in this page’s memory and are not submitted to us. Downloads are generated locally. Reloading or leaving the page clears your entries. Do not enter patient information.

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

Fitted sequence
1, 2.5, 2.5, 4
Squared residual sum
0.5
Pooled blocks
3

How to interpret the output

Fits a nondecreasing sequence by equal-weight least squares using adjacent-block pooling. Input order is preserved. This tool supports equal weights only and supplies no confidence intervals. The monotonicity constraint needs scientific justification. Source checked 14 November 2026.

Method reference

Read the worked guide and interpretation examples →