Linear Algebra & Matrices

Matrix Condition Number Calculator

Estimate the 2-norm condition number from singular values.

Linear Algebra & Matrices

Enter matrix values

Exact structural results; labelled numerical approximations where required
  1. 1EnterProvide the known values
  2. 2CalculateResults update automatically
  3. 3VerifyReview the details and units
Try an example
Matrix A

Use signed finite decimals. Fill every visible cell. Fractions, commas, and scientific notation are not accepted.

Linear algebra result

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Understand the subject

What does a condition number measure?

A condition number estimates how much small input changes can be amplified by a matrix operation.

Use it to interpret numerical sensitivity, not to judge a model’s real-world quality.

The relationship

The defining relationship

See the structure

What the calculation is doing

Worked interpretation

Read the result in context

κ₂(A)=σmax/σmin

Interpret with care

Important boundary

A singular matrix has no finite condition number; near-singular conclusions depend on numerical tolerance.

Use the Matrix Calculator to experiment with small exact matrix operations before applying a more specialized route.

Quick guide

How to use this calculator

  1. Set the matrix dimensions required by the task.
  2. Fill every visible entry and any operation-specific control.
  3. Read the result type, factors, classification, and disclosed limitations.

Calculation method

Apply the stated linear-algebra contract

κ₂(A) = σmax/σmin

Undefined, singular, dimensionally incompatible, dependent, or unsupported inputs receive an explicit message instead of a fabricated numeric result.

Worked example

Example interpretation

A zero smallest singular value means the matrix is singular rather than a finite result.

κ₂(A) = σmax/σmin

Supported inputs

Precision and limits

Matrix size

Input matrices are limited to 1–6 rows and columns; operation-specific square, rank, or compatibility rules still apply.

Entry precision

Enter signed finite decimals with at most 30 digits and 15 decimal places.

Numerical policy

Results use real double-precision arithmetic, a 1e-10 structural tolerance where stated, bounded iterations, and labelled approximations.