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Exam (elaborations)

Linear Algebra Final Review Packet — Concise Proofs + 120 Practice Problems

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Linear Algebra Final Review Packet — Concise Proofs + 120 Practice ProblemsLinear Algebra Final Review Packet — Concise Proofs + 120 Practice ProblemsLinear Algebra Final Review Packet — Concise Proofs + 120 Practice ProblemsLinear Algebra Final Review Packet — Concise Proofs + 120 Practice ProblemsLinear Algebra Final Review Packet — Concise Proofs + 120 Practice Problems

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Institution
Linear Algebra
Course
Linear Algebra










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Institution
Linear Algebra
Course
Linear Algebra

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Uploaded on
September 10, 2025
Number of pages
19
Written in
2025/2026
Type
Exam (elaborations)
Contains
Questions & answers

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Linear Algebra Final Review Packet — Concise Proofs +
120 Prac ce Problems
Formula for Eigenvectors - Answers Av = (lambda) v



The symbol R - Answers All real numbers



Upper Triangular - Answers All entries below diagonal are zero



Lower Triangular - Answers All entries above diagonal are zero



Diagonal Matrix - Answers All non diagonal entries are zero



Iden'ty Matrix - Answers 1's on the diagonal



Transpose - Answers Swap rows and columns



Involu'on - Answers Repea'ng the opera'on goes back to the original state



Symmetric Equa'on - Answers S^T=S



Trace - Answers Sum of the diagonal



Linear Combina'on - Answers c1v1+c2v2



Output of matrix-vector mul'plica'on with R^n vector (remember the arrow direc'on) -
Answers R^m vector

,Euler Characteris'c - Answers Nodes-arrows



Islands in a digraph - Answers Connected components



Cycle - Answers starts and ends on the same node



Circuit rank - Answers Minimum number of arrows that must be removed to break all cycles



Net flow - Answers weight in - weight out



Rows of incidence matrix - Answers nodes



Columns of incidence matrix - Answers arrows



Incidence matrix 'mes weight vector - Answers All net flows



Length of [v1 v2] - Answers sqrt(v1^2 + v2^2)



||c * v|| = - Answers |c| * ||v||



Length of unit vector - Answers length 1



Normaliza'on of v - Answers (1/||v||) * v (unit vector)



Adjoint Formula - Answers Transpose the matrix and swap to the other side of inner product

, Length and Inner Product formula - Answers <v,v>=||v||^2



Law of Cosines - Answers c^2 = a^2 + b^2 - 2abcos(theta)



Acute vectors - Answers inner product greater than 0



Obtuse vectors - Answers inner product less than 0



Orthogonal vectors - Answers dot product equals 0



Transposing AB - Answers B^TA^T



Gramian - Answers ATA



Property of ATA - Answers Symmetric



Number of pivot columns - Answers Rank



Number of non pivot columns - Answers Nullity



Rank + Nullity - Answers Number of Columns



Rela'onship between unpivot and pivot columns - Answers unpivot columns are linear
combina'ons of pivot columns

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