Vector Operations and Properties

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Questions and Answers

What is the result of subtracting vector b from vector a?

  • a - b = (a1 - b1, a2 - b2) (correct)
  • a - b = (a1 * b1, a2 * b2)
  • a - b = (a1 + b1, a2 + b2)
  • a - b = (-a1 + b1, -a2 + b2)

What is the commutative property of scalar multiplication?

  • k(a + b) = ka + kb
  • kl(a) = k(la)
  • (a + b)k = ak + bk
  • k(a) = ak (correct)

What is the geometric interpretation of the dot product?

  • a · b = |a| + |b|
  • a · b = |a||b|sin(θ)
  • a · b = |a||b|cos(θ) (correct)
  • a · b = |a| - |b|

What is the result of adding vector a and vector b?

<p>a + b = (a1 + b1, a2 + b2) (C)</p> Signup and view all the answers

What is the distributive property of scalar multiplication?

<p>k(a + b) = ka + kb (B)</p> Signup and view all the answers

What is the property of the dot product that states a · b = b · a?

<p>Commutative property (A)</p> Signup and view all the answers

What is the result of multiplying a vector by a scalar?

<p>A new vector with the same direction (B)</p> Signup and view all the answers

What is the purpose of the dot product?

<p>To measure the similarity between two vectors (B)</p> Signup and view all the answers

What is the associative property of scalar multiplication?

<p>(k * l) * a = k * (l * a) (D)</p> Signup and view all the answers

What is the result of subtracting vector b from vector a?

<p>a - b (D)</p> Signup and view all the answers

What is the positive definiteness property of the dot product?

<p>a · a ≥ 0 and a · a = 0 if a = 0 (A)</p> Signup and view all the answers

What is the distributive property of the dot product?

<p>a · (b + c) = a · b + a · c (B)</p> Signup and view all the answers

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Study Notes

Vector Operations

  • Addition: Two or more vectors can be added by adding corresponding components.
    • Example: a = <a1, a2> and b = <b1, b2> then a + b = <a1 + b1, a2 + b2>
  • Subtraction: One vector can be subtracted from another by subtracting corresponding components.
    • Example: a = <a1, a2> and b = <b1, b2> then a - b = <a1 - b1, a2 - b2>
  • Equality: Two vectors are equal if and only if their corresponding components are equal.
    • Example: a = <a1, a2> and b = <b1, b2> then a = b if and only if a1 = b1 and a2 = b2

Scalar Multiplication

  • Scalar multiplication: A vector can be multiplied by a scalar (number) to change its magnitude and/or direction.
    • Example: a = <a1, a2> and k is a scalar, then ka = <ka1, ka2>
  • Properties:
    • Distributive property: k(a + b) = ka + kb
    • Associative property: (kl)a = k(la)
    • Commutative property: k(a + b) = (ka) + (kb)

Dot Product

  • Dot product (Scalar Product): The dot product of two vectors is a scalar value that can be used to find the angle between two vectors.
    • Example: a = <a1, a2> and b = <b1, b2> then a · b = a1b1 + a2b2
  • Properties:
    • Commutative property: a · b = b · a
    • Distributive property: a · (b + c) = a · b + a · c
    • Geometric interpretation: The dot product of two vectors can be used to find the angle between them: a · b = |a||b|cos(θ)

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