SlideShare a Scribd company logo
1 of 11
LINEAR ALGEBRA
Associate professor Faiz ul
haque Zeya
Bahria University Karachi
Campus
Row operation
 Definition RO Row Operations
 The following three operations will transform an m×nm×n matrix into a
different matrix of the same size, and each is known as a row operation.
 Swap the locations of two rows.
 Multiply each entry of a single row by a nonzero quantity.
 Multiply each entry of one row by some quantity, and add these values to
the entries in the same columns of a second row. Leave the first row the
same after this operation, but replace the second row by the new values.
cont
 We will use a symbolic shorthand to describe these row operations:
Ri↔RjRi↔Rj : Swap the location of rows ii and jj .
 αRiαRi : Multiply row ii by the nonzero scalar αα .
 αRi+RjαRi+Rj : Multiply row ii by the scalar αα and add to row jj .
RREF Reduced Row-Echelon Form
 Definition RREF Reduced Row-Echelon Form
 A matrix is in reduced row-echelon form if it meets all of the following
conditions:
 If there is a row where every entry is zero, then this row lies below any
other row that contains a nonzero entry.
 The leftmost nonzero entry of a row is equal to 1.
 The leftmost nonzero entry of a row is the only nonzero entry in its
column.
 Consider any two different leftmost nonzero entries, one located in row ii
, column jj and the other located in row ss , column tt . If s>is>i , then
t>jt>j .
Linear algebraweek2
Linear algebraweek2
Linear algebraweek2
Linear algebraweek2
Linear algebraweek2
Linear algebraweek2
Linear algebraweek2

More Related Content

What's hot

Pre-Cal 40S April 17, 2009
Pre-Cal 40S April 17, 2009Pre-Cal 40S April 17, 2009
Pre-Cal 40S April 17, 2009Darren Kuropatwa
 
Lesson 12 derivative of inverse trigonometric functions
Lesson 12 derivative of inverse trigonometric functionsLesson 12 derivative of inverse trigonometric functions
Lesson 12 derivative of inverse trigonometric functionsRnold Wilson
 
Project business maths
Project business mathsProject business maths
Project business mathsareea
 
GUASS’S ELIMINATION METHOD AND EXAMPLE
GUASS’S ELIMINATION METHOD AND EXAMPLEGUASS’S ELIMINATION METHOD AND EXAMPLE
GUASS’S ELIMINATION METHOD AND EXAMPLEBangulkhanbaloch
 
Matrices y determinants
Matrices y determinantsMatrices y determinants
Matrices y determinantsJeannie
 
Engineering Mechanics categories of equilibrium in three dimensions
Engineering Mechanics categories of equilibrium in three dimensionsEngineering Mechanics categories of equilibrium in three dimensions
Engineering Mechanics categories of equilibrium in three dimensionsRajayogan Palanichamy
 
Notes of Matrices and Determinants
Notes of Matrices and DeterminantsNotes of Matrices and Determinants
Notes of Matrices and DeterminantsKarunaGupta1982
 
Matrices And Determinants
Matrices And DeterminantsMatrices And Determinants
Matrices And DeterminantsDEVIKA S INDU
 
Properties of a Triangular Matrix
Properties of a Triangular MatrixProperties of a Triangular Matrix
Properties of a Triangular MatrixChristopher Gratton
 
Determinants - Mathematics
Determinants - MathematicsDeterminants - Mathematics
Determinants - MathematicsDrishti Bhalla
 
Determinants
DeterminantsDeterminants
DeterminantsRivan001
 
Matrices
MatricesMatrices
MatricesNORAIMA
 

What's hot (19)

Pre-Cal 40S April 17, 2009
Pre-Cal 40S April 17, 2009Pre-Cal 40S April 17, 2009
Pre-Cal 40S April 17, 2009
 
Lesson 12 derivative of inverse trigonometric functions
Lesson 12 derivative of inverse trigonometric functionsLesson 12 derivative of inverse trigonometric functions
Lesson 12 derivative of inverse trigonometric functions
 
Matlab colon notation
Matlab colon notationMatlab colon notation
Matlab colon notation
 
Project business maths
Project business mathsProject business maths
Project business maths
 
GUASS’S ELIMINATION METHOD AND EXAMPLE
GUASS’S ELIMINATION METHOD AND EXAMPLEGUASS’S ELIMINATION METHOD AND EXAMPLE
GUASS’S ELIMINATION METHOD AND EXAMPLE
 
Matrices y determinants
Matrices y determinantsMatrices y determinants
Matrices y determinants
 
Engineering Mechanics categories of equilibrium in three dimensions
Engineering Mechanics categories of equilibrium in three dimensionsEngineering Mechanics categories of equilibrium in three dimensions
Engineering Mechanics categories of equilibrium in three dimensions
 
Notes of Matrices and Determinants
Notes of Matrices and DeterminantsNotes of Matrices and Determinants
Notes of Matrices and Determinants
 
Sorting Algorithm
Sorting AlgorithmSorting Algorithm
Sorting Algorithm
 
Lesson 23
Lesson 23Lesson 23
Lesson 23
 
Systems of Equations Lecture
Systems of Equations LectureSystems of Equations Lecture
Systems of Equations Lecture
 
Matrices And Determinants
Matrices And DeterminantsMatrices And Determinants
Matrices And Determinants
 
1 sollins algorithm
1 sollins algorithm1 sollins algorithm
1 sollins algorithm
 
Properties of a Triangular Matrix
Properties of a Triangular MatrixProperties of a Triangular Matrix
Properties of a Triangular Matrix
 
Determinants - Mathematics
Determinants - MathematicsDeterminants - Mathematics
Determinants - Mathematics
 
Modern Algebra
Modern AlgebraModern Algebra
Modern Algebra
 
Reviewer prelims
Reviewer prelimsReviewer prelims
Reviewer prelims
 
Determinants
DeterminantsDeterminants
Determinants
 
Matrices
MatricesMatrices
Matrices
 

Similar to Linear algebraweek2

chapter7_Sec1.ppt
chapter7_Sec1.pptchapter7_Sec1.ppt
chapter7_Sec1.pptvinnisart
 
MC0082 –Theory of Computer Science
MC0082 –Theory of Computer ScienceMC0082 –Theory of Computer Science
MC0082 –Theory of Computer ScienceAravind NC
 
MATRICES-AND-SYSTEMS-OF-LINEAR-EQUATIONS_Part-1_Feb14.pdf
MATRICES-AND-SYSTEMS-OF-LINEAR-EQUATIONS_Part-1_Feb14.pdfMATRICES-AND-SYSTEMS-OF-LINEAR-EQUATIONS_Part-1_Feb14.pdf
MATRICES-AND-SYSTEMS-OF-LINEAR-EQUATIONS_Part-1_Feb14.pdfElaMaeSilmaro
 
Matrix and linear algebra Introduced by: Khalid Jawad Kadhim
Matrix and linear algebra Introduced by: Khalid Jawad KadhimMatrix and linear algebra Introduced by: Khalid Jawad Kadhim
Matrix and linear algebra Introduced by: Khalid Jawad KadhimKhalidJawadKadhimALK
 
36 Matrix Algebra-x.pptx
36 Matrix Algebra-x.pptx36 Matrix Algebra-x.pptx
36 Matrix Algebra-x.pptxmath260
 
6.3 matrix algebra
6.3 matrix algebra6.3 matrix algebra
6.3 matrix algebramath260
 
83 matrix notation
83 matrix notation83 matrix notation
83 matrix notationmath126
 
4.5 matrix notation
4.5 matrix notation4.5 matrix notation
4.5 matrix notationmath123c
 
Chapter 4: Linear Algebraic Equations
Chapter 4: Linear Algebraic EquationsChapter 4: Linear Algebraic Equations
Chapter 4: Linear Algebraic EquationsMaria Fernanda
 
Presntation for the post of lecturer in Mathematics
Presntation for the post of lecturer in MathematicsPresntation for the post of lecturer in Mathematics
Presntation for the post of lecturer in MathematicsKifayat Ullah
 
Gauss Jordan
Gauss JordanGauss Jordan
Gauss JordanEzzat Gul
 
amos ppt srms.pptx
amos ppt srms.pptxamos ppt srms.pptx
amos ppt srms.pptxAmosRichard1
 

Similar to Linear algebraweek2 (20)

Section-7.4-PC.ppt
Section-7.4-PC.pptSection-7.4-PC.ppt
Section-7.4-PC.ppt
 
chapter7_Sec1.ppt
chapter7_Sec1.pptchapter7_Sec1.ppt
chapter7_Sec1.ppt
 
MC0082 –Theory of Computer Science
MC0082 –Theory of Computer ScienceMC0082 –Theory of Computer Science
MC0082 –Theory of Computer Science
 
MATRICES-AND-SYSTEMS-OF-LINEAR-EQUATIONS_Part-1_Feb14.pdf
MATRICES-AND-SYSTEMS-OF-LINEAR-EQUATIONS_Part-1_Feb14.pdfMATRICES-AND-SYSTEMS-OF-LINEAR-EQUATIONS_Part-1_Feb14.pdf
MATRICES-AND-SYSTEMS-OF-LINEAR-EQUATIONS_Part-1_Feb14.pdf
 
Matrix and linear algebra Introduced by: Khalid Jawad Kadhim
Matrix and linear algebra Introduced by: Khalid Jawad KadhimMatrix and linear algebra Introduced by: Khalid Jawad Kadhim
Matrix and linear algebra Introduced by: Khalid Jawad Kadhim
 
Compiler Designing
Compiler DesigningCompiler Designing
Compiler Designing
 
36 Matrix Algebra-x.pptx
36 Matrix Algebra-x.pptx36 Matrix Algebra-x.pptx
36 Matrix Algebra-x.pptx
 
6.3 matrix algebra
6.3 matrix algebra6.3 matrix algebra
6.3 matrix algebra
 
1-11.pdf
1-11.pdf1-11.pdf
1-11.pdf
 
83 matrix notation
83 matrix notation83 matrix notation
83 matrix notation
 
Slide_Chapter1_st.pdf
Slide_Chapter1_st.pdfSlide_Chapter1_st.pdf
Slide_Chapter1_st.pdf
 
4.5 matrix notation
4.5 matrix notation4.5 matrix notation
4.5 matrix notation
 
EPE821_Lecture3.pptx
EPE821_Lecture3.pptxEPE821_Lecture3.pptx
EPE821_Lecture3.pptx
 
Chapter 4: Linear Algebraic Equations
Chapter 4: Linear Algebraic EquationsChapter 4: Linear Algebraic Equations
Chapter 4: Linear Algebraic Equations
 
S1 Dualsimplex
S1 DualsimplexS1 Dualsimplex
S1 Dualsimplex
 
Presntation for the post of lecturer in Mathematics
Presntation for the post of lecturer in MathematicsPresntation for the post of lecturer in Mathematics
Presntation for the post of lecturer in Mathematics
 
1. linear model, inference, prediction
1. linear model, inference, prediction1. linear model, inference, prediction
1. linear model, inference, prediction
 
Gauss Jordan
Gauss JordanGauss Jordan
Gauss Jordan
 
Nsm
Nsm Nsm
Nsm
 
amos ppt srms.pptx
amos ppt srms.pptxamos ppt srms.pptx
amos ppt srms.pptx
 

More from Faiz Zeya

structureformal1.ppt
structureformal1.pptstructureformal1.ppt
structureformal1.pptFaiz Zeya
 
elementsofZ.pptx
elementsofZ.pptxelementsofZ.pptx
elementsofZ.pptxFaiz Zeya
 
lec3forma.pptx
lec3forma.pptxlec3forma.pptx
lec3forma.pptxFaiz Zeya
 
FOLBUKCFAIZ.pptx
FOLBUKCFAIZ.pptxFOLBUKCFAIZ.pptx
FOLBUKCFAIZ.pptxFaiz Zeya
 
Word2vec-08032022-012238pm (1).pptx
Word2vec-08032022-012238pm (1).pptxWord2vec-08032022-012238pm (1).pptx
Word2vec-08032022-012238pm (1).pptxFaiz Zeya
 
Code completion using OpenAI APIs.pptx
Code completion using OpenAI APIs.pptxCode completion using OpenAI APIs.pptx
Code completion using OpenAI APIs.pptxFaiz Zeya
 
Types of machine learning.pptx
Types of machine learning.pptxTypes of machine learning.pptx
Types of machine learning.pptxFaiz Zeya
 
Query expansion for search improvement by faizulhaque
Query expansion for search improvement by faizulhaque Query expansion for search improvement by faizulhaque
Query expansion for search improvement by faizulhaque Faiz Zeya
 
Big data introduction
Big data introductionBig data introduction
Big data introductionFaiz Zeya
 

More from Faiz Zeya (9)

structureformal1.ppt
structureformal1.pptstructureformal1.ppt
structureformal1.ppt
 
elementsofZ.pptx
elementsofZ.pptxelementsofZ.pptx
elementsofZ.pptx
 
lec3forma.pptx
lec3forma.pptxlec3forma.pptx
lec3forma.pptx
 
FOLBUKCFAIZ.pptx
FOLBUKCFAIZ.pptxFOLBUKCFAIZ.pptx
FOLBUKCFAIZ.pptx
 
Word2vec-08032022-012238pm (1).pptx
Word2vec-08032022-012238pm (1).pptxWord2vec-08032022-012238pm (1).pptx
Word2vec-08032022-012238pm (1).pptx
 
Code completion using OpenAI APIs.pptx
Code completion using OpenAI APIs.pptxCode completion using OpenAI APIs.pptx
Code completion using OpenAI APIs.pptx
 
Types of machine learning.pptx
Types of machine learning.pptxTypes of machine learning.pptx
Types of machine learning.pptx
 
Query expansion for search improvement by faizulhaque
Query expansion for search improvement by faizulhaque Query expansion for search improvement by faizulhaque
Query expansion for search improvement by faizulhaque
 
Big data introduction
Big data introductionBig data introduction
Big data introduction
 

Recently uploaded

Broad bean, Lima Bean, Jack bean, Ullucus.pptx
Broad bean, Lima Bean, Jack bean, Ullucus.pptxBroad bean, Lima Bean, Jack bean, Ullucus.pptx
Broad bean, Lima Bean, Jack bean, Ullucus.pptxjana861314
 
Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)PraveenaKalaiselvan1
 
GFP in rDNA Technology (Biotechnology).pptx
GFP in rDNA Technology (Biotechnology).pptxGFP in rDNA Technology (Biotechnology).pptx
GFP in rDNA Technology (Biotechnology).pptxAleenaTreesaSaji
 
Orientation, design and principles of polyhouse
Orientation, design and principles of polyhouseOrientation, design and principles of polyhouse
Orientation, design and principles of polyhousejana861314
 
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...Sérgio Sacani
 
Grafana in space: Monitoring Japan's SLIM moon lander in real time
Grafana in space: Monitoring Japan's SLIM moon lander  in real timeGrafana in space: Monitoring Japan's SLIM moon lander  in real time
Grafana in space: Monitoring Japan's SLIM moon lander in real timeSatoshi NAKAHIRA
 
Animal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptxAnimal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptxUmerFayaz5
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Sérgio Sacani
 
Cultivation of KODO MILLET . made by Ghanshyam pptx
Cultivation of KODO MILLET . made by Ghanshyam pptxCultivation of KODO MILLET . made by Ghanshyam pptx
Cultivation of KODO MILLET . made by Ghanshyam pptxpradhanghanshyam7136
 
Botany krishna series 2nd semester Only Mcq type questions
Botany krishna series 2nd semester Only Mcq type questionsBotany krishna series 2nd semester Only Mcq type questions
Botany krishna series 2nd semester Only Mcq type questionsSumit Kumar yadav
 
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCRStunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCRDelhi Call girls
 
Spermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSpermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSarthak Sekhar Mondal
 
Zoology 4th semester series (krishna).pdf
Zoology 4th semester series (krishna).pdfZoology 4th semester series (krishna).pdf
Zoology 4th semester series (krishna).pdfSumit Kumar yadav
 
Green chemistry and Sustainable development.pptx
Green chemistry  and Sustainable development.pptxGreen chemistry  and Sustainable development.pptx
Green chemistry and Sustainable development.pptxRajatChauhan518211
 
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...Sérgio Sacani
 
SOLUBLE PATTERN RECOGNITION RECEPTORS.pptx
SOLUBLE PATTERN RECOGNITION RECEPTORS.pptxSOLUBLE PATTERN RECOGNITION RECEPTORS.pptx
SOLUBLE PATTERN RECOGNITION RECEPTORS.pptxkessiyaTpeter
 
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsHubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsSérgio Sacani
 
Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )aarthirajkumar25
 

Recently uploaded (20)

Broad bean, Lima Bean, Jack bean, Ullucus.pptx
Broad bean, Lima Bean, Jack bean, Ullucus.pptxBroad bean, Lima Bean, Jack bean, Ullucus.pptx
Broad bean, Lima Bean, Jack bean, Ullucus.pptx
 
Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)Recombinant DNA technology (Immunological screening)
Recombinant DNA technology (Immunological screening)
 
GFP in rDNA Technology (Biotechnology).pptx
GFP in rDNA Technology (Biotechnology).pptxGFP in rDNA Technology (Biotechnology).pptx
GFP in rDNA Technology (Biotechnology).pptx
 
The Philosophy of Science
The Philosophy of ScienceThe Philosophy of Science
The Philosophy of Science
 
Orientation, design and principles of polyhouse
Orientation, design and principles of polyhouseOrientation, design and principles of polyhouse
Orientation, design and principles of polyhouse
 
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
PossibleEoarcheanRecordsoftheGeomagneticFieldPreservedintheIsuaSupracrustalBe...
 
Grafana in space: Monitoring Japan's SLIM moon lander in real time
Grafana in space: Monitoring Japan's SLIM moon lander  in real timeGrafana in space: Monitoring Japan's SLIM moon lander  in real time
Grafana in space: Monitoring Japan's SLIM moon lander in real time
 
Animal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptxAnimal Communication- Auditory and Visual.pptx
Animal Communication- Auditory and Visual.pptx
 
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
Discovery of an Accretion Streamer and a Slow Wide-angle Outflow around FUOri...
 
Cultivation of KODO MILLET . made by Ghanshyam pptx
Cultivation of KODO MILLET . made by Ghanshyam pptxCultivation of KODO MILLET . made by Ghanshyam pptx
Cultivation of KODO MILLET . made by Ghanshyam pptx
 
Botany krishna series 2nd semester Only Mcq type questions
Botany krishna series 2nd semester Only Mcq type questionsBotany krishna series 2nd semester Only Mcq type questions
Botany krishna series 2nd semester Only Mcq type questions
 
9953056974 Young Call Girls In Mahavir enclave Indian Quality Escort service
9953056974 Young Call Girls In Mahavir enclave Indian Quality Escort service9953056974 Young Call Girls In Mahavir enclave Indian Quality Escort service
9953056974 Young Call Girls In Mahavir enclave Indian Quality Escort service
 
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCRStunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
Stunning ➥8448380779▻ Call Girls In Panchshil Enclave Delhi NCR
 
Spermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatidSpermiogenesis or Spermateleosis or metamorphosis of spermatid
Spermiogenesis or Spermateleosis or metamorphosis of spermatid
 
Zoology 4th semester series (krishna).pdf
Zoology 4th semester series (krishna).pdfZoology 4th semester series (krishna).pdf
Zoology 4th semester series (krishna).pdf
 
Green chemistry and Sustainable development.pptx
Green chemistry  and Sustainable development.pptxGreen chemistry  and Sustainable development.pptx
Green chemistry and Sustainable development.pptx
 
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
All-domain Anomaly Resolution Office U.S. Department of Defense (U) Case: “Eg...
 
SOLUBLE PATTERN RECOGNITION RECEPTORS.pptx
SOLUBLE PATTERN RECOGNITION RECEPTORS.pptxSOLUBLE PATTERN RECOGNITION RECEPTORS.pptx
SOLUBLE PATTERN RECOGNITION RECEPTORS.pptx
 
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroidsHubble Asteroid Hunter III. Physical properties of newly found asteroids
Hubble Asteroid Hunter III. Physical properties of newly found asteroids
 
Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )Recombination DNA Technology (Nucleic Acid Hybridization )
Recombination DNA Technology (Nucleic Acid Hybridization )
 

Linear algebraweek2

  • 1. LINEAR ALGEBRA Associate professor Faiz ul haque Zeya Bahria University Karachi Campus
  • 2. Row operation  Definition RO Row Operations  The following three operations will transform an m×nm×n matrix into a different matrix of the same size, and each is known as a row operation.  Swap the locations of two rows.  Multiply each entry of a single row by a nonzero quantity.  Multiply each entry of one row by some quantity, and add these values to the entries in the same columns of a second row. Leave the first row the same after this operation, but replace the second row by the new values.
  • 3. cont  We will use a symbolic shorthand to describe these row operations: Ri↔RjRi↔Rj : Swap the location of rows ii and jj .  αRiαRi : Multiply row ii by the nonzero scalar αα .  αRi+RjαRi+Rj : Multiply row ii by the scalar αα and add to row jj .
  • 4. RREF Reduced Row-Echelon Form  Definition RREF Reduced Row-Echelon Form  A matrix is in reduced row-echelon form if it meets all of the following conditions:  If there is a row where every entry is zero, then this row lies below any other row that contains a nonzero entry.  The leftmost nonzero entry of a row is equal to 1.  The leftmost nonzero entry of a row is the only nonzero entry in its column.  Consider any two different leftmost nonzero entries, one located in row ii , column jj and the other located in row ss , column tt . If s>is>i , then t>jt>j .