Vector Spaces Flashcards (Linear Algebra)
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Vector Spaces Flashcards (Linear Algebra)

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Questions and Answers

What is the vector in R^n?

  • A matrix that has 1's along the main diagonal
  • A vector with 0's for every coordinate
  • A set of all ordered n-tuples of real numbers (correct)
  • A vector that when added to another vector gives the zero vector
  • What is the trivial solution?

    When the resulting vector, to the solution of a system of equations, has all coordinates equaling 0.

    What is the zero vector?

    A vector with 0's for every coordinate.

    What defines a homogeneous system of linear equations?

    <p>When all of the constant terms of a system of linear equations are 0.</p> Signup and view all the answers

    What characterizes a non-homogeneous system of linear equations?

    <p>It has a unique non-trivial solution.</p> Signup and view all the answers

    What is an identity matrix?

    <p>A matrix that has 1's along the main diagonal and 0's everywhere else.</p> Signup and view all the answers

    What is scalar multiplication?

    <p>Multiplying a matrix by a constant.</p> Signup and view all the answers

    What does vector addition involve?

    <p>Adding each corresponding component of 2 different vectors.</p> Signup and view all the answers

    What are the components of a vector?

    <p>The coordinates of a vector.</p> Signup and view all the answers

    What is an additive inverse?

    <p>A vector that when added to another vector gives the zero vector.</p> Signup and view all the answers

    What happens when a vector is multiplied by a matrix with a determinant of 0?

    <p>It loses a dimension.</p> Signup and view all the answers

    The vector (x, y) in R2 is the same as the vector (x, y, 0) in R3.

    <p>False</p> Signup and view all the answers

    Each vector (x, y, z) in R3 has exactly one additive inverse.

    <p>True</p> Signup and view all the answers

    The solution set to a linear system of 4 equations and 6 unknowns consists of a collection of vectors in R6.

    <p>True</p> Signup and view all the answers

    For every vector (x1, x2,..., xn) in Rn, the vector (−1) · (x1, x2,..., xn) is an additive inverse.

    <p>True</p> Signup and view all the answers

    Study Notes

    Vector in R^n

    • Represents all ordered n-tuples of real numbers.

    Trivial Solution

    • Occurs when the solution to a system of equations results in the zero vector, characterized by all coordinates equal to 0.

    Zero Vector

    • A vector consisting entirely of zeros for every coordinate, unique to each dimension (e.g., (0,0) for 2D, (0,0,0) for 3D, and (0,...,0) for n dimensions).

    Homogeneous System of Linear Equations

    • Defined by all constant terms being 0, indicating that the equation AX = B has B as the zero vector.

    Non-homogeneous System of Linear Equations

    • A system characterized by having a unique non-trivial solution, distinct from homogeneous systems.

    Identity Matrix

    • Contains 1's on the main diagonal and 0's elsewhere. It does not alter a vector when multiplied and is involved in defining matrix inverses.

    Scalar Multiplication

    • The process of multiplying a matrix by a constant to scale its components.

    Vector Addition

    • The operation of summing corresponding components from two vectors to produce a resultant vector.

    Components

    • Refers to the individual coordinates that make up a vector.

    Additive Inverse

    • A vector that, when added to the original vector, results in the zero vector; for a vector [x,y,z], the additive inverse is [-x,-y,-z].

    Matrix Multiplication Impact with Determinant of 0

    • Multiplying by a matrix with a determinant of 0 collapses the vector’s dimensions; it can change a 2D shape into a line, effectively losing one dimension.

    TRUE OR FALSE: Vector Equivalence in Different Dimensions

    • False: The vector (x, y) in R2 is not the same as (x, y, 0) in R3.

    TRUE OR FALSE: Existence of Additive Inverse in R3

    • True: Each vector (x, y, z) has a unique additive inverse represented as [-x, -y, -z].

    TRUE OR FALSE: Solution Set in R6 from Linear Equations

    • True: The solution set for a linear system of 4 equations with 6 unknowns is a collection of vectors in R6, noted for the presence of free variables.

    TRUE OR FALSE: Additive Inverse Definition in Rn

    • True: For any vector (x1, x2,..., xn) in Rn, the vector (-1) · (x1, x2,..., xn) represents its additive inverse.

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    Test your knowledge of vector spaces in Linear Algebra with these flashcards. Each card covers key concepts and definitions, such as vectors in R^n and the zero vector. Enhance your understanding of foundational topics in this essential math discipline.

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