Fit Issues
This page covers expression, fitting, inversion, and optimization failures in Fit module.
Symptom: Expression validation fails
Checks:
- Verify all variables are bound.
- Verify coefficient names do not collide with variable names.
- Verify expression contains only supported identifiers.
Symptom: Fit not converged
Checks:
- Adjust initial coefficient values.
- Narrow or re-center coefficient bounds.
- Improve sample coverage and remove obvious outliers.
- Check for singular model form in current data range.
Symptom: Optimization target validation fails
Checks:
- Ensure every target expression is valid.
- Ensure every target weight is greater than zero.
- Ensure target values are numerically reachable.
Symptom: Solved variables look unreasonable
Checks:
- Verify variable bounds and units.
- Verify default values are not too far from feasible region.
- Validate results on independent verification rows.