Simplify Your Workflow: Search MiniWebtool.
Add Extension
Home Page > Math > Linear Algebra > Matrix Inverse Calculator

Matrix Inverse Calculator

Calculate the inverse of a square matrix using Gauss-Jordan elimination with detailed step-by-step row operations. Supports 2×2 to 6×6 matrices with exact fractional arithmetic, determinant calculation, and A×A⁻¹=I verification.

Matrix Inverse Calculator
Examples:
Matrix Size: 3 × 3
[
]

Embed Matrix Inverse Calculator Widget

About Matrix Inverse Calculator

The Matrix Inverse Calculator computes the inverse of any square matrix using Gauss-Jordan elimination, showing every row operation step by step. Enter a 2×2, 3×3, 4×4, 5×5, or 6×6 matrix and get the exact inverse with fractional arithmetic — no rounding errors. The tool also calculates the determinant and verifies the result by confirming A × A⁻¹ = I.

What Is a Matrix Inverse?

The inverse of a square matrix \(A\), written \(A^{-1}\), is the unique matrix satisfying:

$$A \times A^{-1} = A^{-1} \times A = I$$

where \(I\) is the identity matrix. Only non-singular matrices (those with a nonzero determinant) have an inverse.

Square Matrix
Only square matrices (n×n) can have inverses. Rectangular matrices do not have two-sided inverses.
Nonzero Determinant
det(A) ≠ 0 means A is invertible. If det(A) = 0, the matrix is singular and has no inverse.
Unique Inverse
If an inverse exists, it is unique. Both left and right inverses are the same matrix.
×
Product Property
\((AB)^{-1} = B^{-1}A^{-1}\). The inverse of a product reverses the order of factors.

How to Find the Inverse Using Gauss-Jordan Elimination

Step 1. Choose the size of your square matrix (2×2 to 6×6) using the +/− buttons, or click a quick example to load a preset matrix.

Step 2. Enter your matrix values into the grid. You can type integers, decimals, or fractions like 1/3 or -5/2. Use Tab, Enter, or arrow keys to navigate between cells. Diagonal cells are highlighted with a blue tint.

Step 3. Click Calculate Inverse. The calculator augments your matrix with the identity [A|I] and applies Gauss-Jordan elimination to transform it into [I|A⁻¹].

Step 4. Review the inverse in both exact fractional and decimal forms. Switch between views using the tabs. The heatmap visualization shows the magnitude and sign of each entry at a glance.

Step 5. Explore the step-by-step solution by clicking through each row operation, or press Play for animated playback. The verification section confirms that A × A⁻¹ = I.

The 2×2 Matrix Inverse Formula

For a 2×2 matrix \(\begin{pmatrix} a & b \\ c & d \end{pmatrix}\), the inverse is:

$$A^{-1} = \frac{1}{ad - bc} \begin{pmatrix} d & -b \\ -c & a \end{pmatrix}$$

This formula works only when \(ad - bc \neq 0\). For larger matrices, Gauss-Jordan elimination (the method this calculator uses) is the standard approach.

Methods for Computing Matrix Inverses

MethodHow It WorksBest For
Gauss-Jordan EliminationRow-reduce [A|I] to [I|A⁻¹]General purpose, any size
2×2 Formula\(\frac{1}{\det}\begin{pmatrix}d&-b\\-c&a\end{pmatrix}\)Quick 2×2 calculations
Adjugate Method\(A^{-1} = \frac{1}{\det(A)} \text{adj}(A)\)Theoretical, symbolic work
LU DecompositionFactor A = LU, solve LUX = INumerical computing, large matrices

Properties of Inverse Matrices

PropertyFormula
Involution\((A^{-1})^{-1} = A\)
Transpose\((A^T)^{-1} = (A^{-1})^T\)
Scalar Multiple\((kA)^{-1} = \frac{1}{k} A^{-1}\)
Product\((AB)^{-1} = B^{-1} A^{-1}\)
Determinant\(\det(A^{-1}) = \frac{1}{\det(A)}\)

Applications of Matrix Inverses

📐
Solving Linear Systems
Ax = b has solution x = A⁻¹b when A is invertible.
📊
Statistics & Regression
OLS estimator: β = (X'X)⁻¹X'y requires the inverse of the moment matrix.
🔄
Computer Graphics
Inverse transformation matrices undo rotations, translations, and scaling.
🔐
Cryptography
Hill cipher decryption uses the inverse of the encryption key matrix modulo 26.

Frequently Asked Questions

What is the inverse of a matrix?

The inverse of a square matrix A, denoted A⁻¹, is the unique matrix such that A × A⁻¹ = A⁻¹ × A = I, where I is the identity matrix. Only square matrices with a nonzero determinant (non-singular matrices) have inverses.

How do you find the inverse using Gauss-Jordan elimination?

Form the augmented matrix [A|I] by placing the identity matrix next to A. Then apply row operations to reduce the left side to the identity matrix. The right side automatically becomes A⁻¹. This works because each row operation is equivalent to left-multiplying by an elementary matrix.

When does a matrix not have an inverse?

A matrix is singular (non-invertible) when its determinant equals zero. This happens when the rows or columns are linearly dependent, meaning one row can be written as a combination of the others. During Gauss-Jordan elimination, this shows up as a zero pivot.

What is the relationship between the determinant and the inverse?

A matrix has an inverse if and only if its determinant is nonzero. For a 2×2 matrix [[a,b],[c,d]], the inverse is (1/det) × [[d,-b],[-c,a]] where det = ad - bc. For larger matrices, the adjugate formula gives A⁻¹ = (1/det(A)) × adj(A).

Can non-square matrices have inverses?

Non-square matrices do not have true two-sided inverses. However, they may have left inverses (if they have full column rank) or right inverses (if they have full row rank). The Moore-Penrose pseudoinverse generalizes the concept to all matrices.

Reference this content, page, or tool as:

"Matrix Inverse Calculator" at https://MiniWebtool.com/matrix-inverse-calculator/ from MiniWebtool, https://MiniWebtool.com/

by miniwebtool team. Updated: 2026-04-09

You can also try our AI Math Solver GPT to solve your math problems through natural language question and answer.

Related MiniWebtools:

Linear Algebra:

Top & Updated:

Random PickerRandom Name PickerFPS ConverterInstagram User ID LookupLine CounterSort NumbersRelative Standard Deviation CalculatorBatting Average CalculatorMAC Address GeneratorRemove SpacesERA CalculatorJob FinderWord to Phone Number ConverterFeet and Inches to Cm ConverterMAC Address LookupRandom Truth or Dare GeneratorFacebook User ID LookupSum CalculatorPercent Off CalculatorSquare Root (√) CalculatorSun, Moon & Rising Sign Calculator 🌞🌙✨OPS CalculatorSHA256 Hash GeneratorLog Base 10 CalculatorImage ResizerMP3 LooperBitwise CalculatorNumber of Digits CalculatorSaturn Return CalculatorAudio SplitterPhone Number ExtractorSlope and Grade CalculatorRandom Credit Card GeneratorVertical Jump CalculatorRoman Numerals ConverterAI Text HumanizerRandom Sound Frequency GeneratorSlugging Percentage CalculatorRandom Activity GeneratorOn Base Percentage CalculatorSalary Conversion CalculatorCm to Feet and Inches ConverterRandom IMEI GeneratorRandom Movie PickerInvisible Text GeneratorMerge VideosNumber to Word ConverterWAR Calculator⬛ Aspect Ratio CalculatorOctal CalculatorCaffeine Overdose CalculatorRandom Fake Address GeneratorBinary to Gray Code ConverterRandom Superpower GeneratorRandom Poker Hand GeneratorDecimal to BCD ConverterFile Size ConverterRandom Loadout GeneratorMaster Number CalculatorText FormatterRandom Quote GeneratorVideo to Image ExtractorAdd Prefix and Suffix to TextRandom Writing Prompt GeneratorBCD to Decimal ConverterFirst n Digits of PiSteel Weight CalculatorRandom Birthday GeneratorWHIP CalculatorTime Duration CalculatorCompound Growth CalculatorLove Compatibility CalculatorWord Ladder GeneratorQuotient and Remainder CalculatorCompare Two StringsYouTube Channel StatisticsName Number CalculatorCM to Inches ConverterSHA512 Hash GeneratorOutlier CalculatorBattery Life CalculatorImage CompressorDMS to Decimal Degrees ConverterWhat is my Lucky Number?Remove AccentPercent Growth Rate CalculatorGray Code to Binary ConverterLeap Years ListRemove Line Breaks📅 Date CalculatorStair CalculatorAcreage CalculatorDay of Year CalendarVideo CompressorProportion CalculatorBinary to BCD ConverterSocial Media Username CheckerIP Subnet CalculatorRandom Number PickerEmail ExtractorURL ExtractorAI ParaphraserAI Punctuation AdderList of Prime NumbersDay of the Year Calculator - What Day of the Year Is It Today?IP Address to Hex ConverterSort Lines AlphabeticallyHex to BCD ConverterBCD to Binary ConverterLottery Number GeneratorBCD to Hex ConverterMedian CalculatorStandard Error CalculatorList RandomizerBreak Line by CharactersAverage CalculatorModulo CalculatorPVIFA CalculatorReverse VideoHypotenuse CalculatorRemove Audio from VideoActual Cash Value CalculatorScientific Notation to Decimal ConverterNumber ExtractorAngel Number CalculatorLog Base 2 CalculatorRoot Mean Square CalculatorSum of Positive Integers CalculatorSHA3-256 Hash GeneratorAI Sentence ExpanderLbs to Kg ConverterHex to Decimal ConverterRandom Group GeneratorConvolution CalculatorMAC Address AnalyzerRandom String GeneratorRemove Leading Trailing SpacesAmortization CalculatorMarkup CalculatorPVIF CalculatorDecimal to Hex ConverterInstagram Font GeneratorSocial Media Image Size GuideTikTok Money CalculatorTwitter/X Character CounterTwitter/X Timestamp ConverterYouTube Watch Time CalculatorTwitch Earnings CalculatorYouTube Shorts Monetization CalculatorFacebook Ad Cost CalculatorSocial Media ROI CalculatorSocial Media Post Time OptimizerCTR CalculatorROAS CalculatorInfluencer ROI CalculatorForce CalculatorAcceleration CalculatorVelocity CalculatorMomentum CalculatorProjectile Motion CalculatorKinetic Energy CalculatorPotential Energy CalculatorWork and Power CalculatorDensity CalculatorPressure CalculatorIdeal Gas Law CalculatorFree Fall CalculatorTorque CalculatorHorsepower CalculatorDilution CalculatorChemical Equation BalancerStoichiometry CalculatorPercent Yield CalculatorEmpirical Formula CalculatorBoiling Point CalculatorTitration CalculatorMole/Gram/Particle ConverterIrregular Polygon Area CalculatorFrustum CalculatorTorus Calculator3D Distance CalculatorGreat Circle Distance CalculatorCircumscribed Circle (Circumcircle) CalculatorInscribed Circle (Incircle) CalculatorAngle Bisector CalculatorTangent Line to Circle CalculatorHeron's Formula CalculatorCoordinate Geometry Distance CalculatorVolume of Revolution CalculatorSurface of Revolution CalculatorParametric Curve GrapherRiemann Sum CalculatorTrapezoidal Rule CalculatorSimpson's Rule CalculatorImproper Integral CalculatorL'Hôpital's Rule CalculatorMaclaurin Series CalculatorPower Series CalculatorSeries Convergence Test CalculatorInfinite Series Sum CalculatorAverage Rate of Change CalculatorInstantaneous Rate of Change CalculatorRelated Rates SolverOptimization Calculator (Calculus)Gradient Calculator (Multivariable)Divergence CalculatorCurl CalculatorLine Integral CalculatorSurface Integral CalculatorJacobian Matrix CalculatorNewton's Method CalculatorRREF Calculator (Row Echelon Form)Matrix Inverse CalculatorMatrix Multiplication CalculatorDot Product CalculatorCross Product CalculatorVector Magnitude CalculatorUnit Vector CalculatorAngle Between Vectors CalculatorNull Space CalculatorColumn Space CalculatorCramer's Rule CalculatorMatrix Diagonalization CalculatorQR Decomposition CalculatorCholesky Decomposition CalculatorMatrix Power CalculatorCharacteristic Polynomial CalculatorBayes' Theorem CalculatorF-Test / F-Distribution CalculatorHypergeometric Distribution CalculatorNegative Binomial Distribution CalculatorGeometric Distribution CalculatorExponential Distribution CalculatorWeibull Distribution CalculatorBeta Distribution CalculatorSpearman Rank Correlation CalculatorFisher's Exact Test CalculatorContingency Table CalculatorOdds Ratio CalculatorRelative Risk CalculatorEffect Size CalculatorPermutations with Repetition CalculatorModular Exponentiation CalculatorPrimitive Root CalculatorPerfect Number CheckerAmicable Number CheckerTwin Prime FinderMersenne Prime CheckerGoldbach Conjecture VerifierMöbius Function CalculatorEgyptian Fraction CalculatorFibonacci Number CheckerDigital Root CalculatorPartition Function CalculatorBoolean Algebra SimplifierKarnaugh Map (K-Map) SolverLogic Gate SimulatorGraph Coloring CalculatorTopological Sort CalculatorAdjacency Matrix CalculatorRecurrence Relation SolverInclusion-Exclusion CalculatorLinear Programming SolverTraveling Salesman Solver (TSP)Hamiltonian Path CheckerPlanar Graph CheckerNetwork Flow Calculator (Max Flow)Stable Marriage Problem SolverFirst-Order ODE SolverSecond-Order ODE SolverDirection Field / Slope Field PlotterEuler's Method CalculatorBernoulli ODE SolverSystem of ODEs SolverGroup Theory Order CalculatorRing and Field CalculatorJordan Normal Form CalculatorMatrix Exponential CalculatorTensor Product CalculatorFast Fourier Transform (FFT) CalculatorZ-Transform CalculatorNumerical Integration CalculatorTOML to JSON ConverterJSON to CSV ConverterXML to JSON ConverterSQL to MongoDB Query ConverterCSS Flexbox PlaygroundCSS Grid GeneratorJWT GeneratorBcrypt Hash Generator / CheckerColor Code Converter (All Formats)Git Command Generator.env File GeneratorLorem Picsum / Placeholder Image GeneratorText to Binary/Hex/ASCII ConverterSyllable CounterSentence CounterParagraph CounterSpeaking Time CalculatorReading Time CalculatorWhitespace VisualizerStrikethrough Text GeneratorTorque Converter (Nm, ft-lb, kgf-cm)Data Transfer Rate ConverterFuel Efficiency ConverterAstronomical Unit ConverterRing Size ConverterPaper Size ReferenceClothing Size ConverterGas Mileage CalculatorEV Range CalculatorEV Charging Time Calculator0–60 / Quarter Mile CalculatorCar Lease CalculatorVehicle Towing Capacity CalculatorExposure Triangle CalculatorCrop Factor CalculatorMegapixel to Print Size CalculatorPhoto File Size EstimatorMusic BPM TapperMusic Key TransposerVideo Bitrate CalculatorSeed Germination Rate CalculatorFertilizer Calculator (NPK)Raised Bed Soil CalculatorFrost Date CalculatorLawn Fertilizer CalculatorCompost Calculator (C:N Ratio)Solar Panel CalculatorSolar ROI CalculatorHome Energy Audit CalculatorAppliance Energy Cost CalculatorWater Usage CalculatorElectricity Generation Cost CalculatorHeat Loss CalculatorFlight Distance CalculatorTravel Budget CalculatorJet Lag CalculatorPacking List GeneratorTip Splitter (Advanced)Lease vs Buy CalculatorHourly Rate Calculator (Freelancer)Invoice Late Fee CalculatorESPP CalculatorStock Split CalculatorOptions Probability CalculatorDollar to Gold ConverterBeam Load CalculatorPipe Flow CalculatorBolt Torque CalculatorGravel, Sand & Topsoil CalculatorRandom Sentence GeneratorRandom Paragraph GeneratorRandom Math Problem GeneratorRandom Bible Verse GeneratorRandom Cat/Dog Name GeneratorRandom Debate Topic GeneratorBody Recomposition CalculatorAlcohol Calorie CalculatorMedication Dosage CalculatorPace to Calories CalculatorHydration CalculatorTrain Meeting Problem SolverAge Word Problem SolverMixture Problem SolverWork Rate Problem SolverDistance-Speed-Time Triangle CalculatorCoin Word Problem SolverNumber Bonds GeneratorCarry and Borrow VisualizerTimes Tables QuizMental Math TrainerRoman Numeral Math SolverEgyptian Multiplication CalculatorVedic Math Tricks CalculatorRussian Peasant MultiplicationSoroban Abacus SimulatorAnnuity Payout CalculatorReverse Mortgage CalculatorVariable Annuity CalculatorFixed Indexed Annuity CalculatorBond Convexity CalculatorBond Duration Calculator (Macaulay & Modified)Forward Rate CalculatorMortgage Recast CalculatorTreasury Inflation-Protected Securities (TIPS) CalculatorStock Beta CalculatorTreynor Ratio CalculatorSortino Ratio CalculatorDoppler Effect CalculatorSpring Constant CalculatorPendulum Period CalculatorCentripetal Force CalculatorAngular Velocity CalculatorMoment of Inertia CalculatorSnell's Law CalculatorCoulomb's Law CalculatorElectric Field CalculatorMagnetic Field of Wire CalculatorLens Equation CalculatorA/B Test Significance CalculatorA/B Test Sample Size CalculatorConversion Rate CalculatorCustomer Lifetime Value (CLV) CalculatorCustomer Acquisition Cost (CAC) CalculatorChurn Rate CalculatorRetention Rate Cohort CalculatorNPS (Net Promoter Score) CalculatorPareto Chart GeneratorSix Sigma Process Capability CalculatorTessellation GeneratorSpirograph GeneratorVoronoi Diagram GeneratorDelaunay Triangulation GeneratorL-System Fractal GeneratorMandelbrot Set ExplorerJulia Set GeneratorPolar Equation Plotter3D Surface PlotterSierpinski Triangle GeneratorcURL Command BuilderHTTP Status Code ReferenceUUID Validator/DecoderURL ParserQuery String BuilderSVG to React/JSX ConverterSCSS to CSS CompilerLess to CSS CompilerTypeScript PlaygroundJSON Schema GeneratorImage to ASCII Art ConverterImage to SVG TracerLipogram CheckerPangram CheckerAcronym GeneratorBackronym GeneratorPig Latin TranslatorEXIF Data Viewer/RemoverROT13 Encoder/DecoderAtbash Cipher ToolVigenère Cipher ToolPronunciation IPA ConverterHemingway-Style Readability Editor