Linear Algebra & Matrices

Matrix Pseudoinverse Calculator

Calculate the numerical Moore–Penrose pseudoinverse through a compact SVD.

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 is a pseudoinverse?

The Moore–Penrose pseudoinverse extends inverse-like solving to rectangular or rank-deficient matrices through SVD.

Use it for the supported minimum-norm or least-squares relationship when an ordinary inverse does not exist.

The relationship

The defining relationship

See the structure

What the calculation is doing

Worked interpretation

Read the result in context

A⁺=VΣ⁺Uᵀ

Interpret with care

Important boundary

It is not an ordinary inverse, and tolerance controls which singular values are treated as usable.

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

A⁺ = VΣ⁺Uᵀ

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

Worked example

Example interpretation

The pseudoinverse supports rectangular and rank-deficient matrices.

A⁺ = VΣ⁺Uᵀ

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.