Section 3.1 Exercises

  1. Consider the vectors x1=(8,6)T and x2=(4,1)T in 2.

    1. Determine the length of each vector.

    2. Let x3=x1+x2. Determine the length of x3. How does its length compare with the sum of the lengths of x1 and x2?

    3. Draw a graph illustrating how x3 can be constructed geometrically using x1 and x2. Use this graph to give a geometrical interpretation of your answer to the question in part (b).

  2. Repeat Exercise 1 for the vectors x1=(2,1)T and x2=(6,3)T.

  3. Let C be the set of complex numbers. Define addition on C by

    (a+bi)+(c+di)=(a+c)+(b+d)i

    and define scalar multiplication by

    α(a+bi)=αa+αbi

    for all real numbers α. Show that C is a vector space with these operations.

  4. Show that m×n, together with the usual addition and scalar multiplication of matrices, satisfies the eight axioms of a vector space.

  5. Show that C[a,b], together with the usual scalar multiplication and addition of functions, satisfies the eight axioms of a vector space.

  6. Let P be the set of all polynomials. Show that P, together with the usual addition and scalar multiplication of functions, forms a vector space.

  7. Show that the element 0 in a vector space is unique.

  8. Let x, y, and z be vectors in a vector space V. Prove that if

    x+y=x+z

    then y=z.

  9. Let V be a vector space and let xV. Show that

    1. β0=0 for each scalar β.

    2. if αx=0, then either α=0 or x=0.

  10. Let S be the set of all ordered pairs of real numbers. Define scalar multiplication and addition on S by

    α(x1,x2)=(αx1,αx2)(x1,x2)(y1,y2)=(x1+y1,0)

    We use the symbol ⊕ to denote the addition operation for this system in order to avoid confusion with the usual addition x+y of row vectors. Show that S, together with the ordinary scalar multiplication and the addition operation ⊕, is not a vector space. Which of the eight axioms fail to hold?

  11. Let V be the set of all ordered pairs of real numbers with addition defined by

    (x1,x2)+(y1+y2)=(x1+y1,x2+y2)

    and scalar multiplication defined by

    α(x1,x2)=(αx1,x2)

    Scalar multiplication for this system is defined in an unusual way, and consequently, we use the symbol ◦ to avoid confusion with the ordinary scalar multiplication of row vectors. Is V a vector space with these operations? Justify your answer.

  12. Let R+ denote the set of positive real numbers. Define the operation of scalar multiplication, denoted ◦, by

    αx=xα

    for each xR+ and for any real number α. Define the operation of addition, denoted ⊕, by

    xy=xyfor allx,yR+

    Thus, for this system, the scalar product of −3 times 12 is given by

    312=(12)3=8

    and the sum of 2 and 5 is given by

    25=25=10

    Is R+ a vector space with these operations? Prove your answer.

  13. Let R denote the set of real numbers. Define scalar multiplication by

    αx=αx(the usual multiplication of real numbers)

    and define addition, denoted ⊕, by

    xy=max(x,y)(the maximum of the two numbers)

    Is R a vector space with these operations? Prove your answer.

  14. Let Z denote the set of all integers with addition defined in the usual way and define scalar multiplication, denoted ◦, by

    αk=[[α]]kfor allkZ

    where [[[[α]] denotes the greatest integer less than or equal to α. For example,

    2.254=[[2.25]]4=24=8

    Show that Z, together with these operations, is not a vector space. Which axioms fail to hold?

  15. Let S denote the set of all infinite sequences of real numbers with scalar multiplication and addition defined by

    α{an}={αan}{an}+{bn}={an+bn}

    Show that S is a vector space.

  16. We can define a one-to-one correspondence between the elements of Pn and n by

    p(x)=a1+a2x++anxn1(a1,,an)T=a

    Show that if pa and qb, then

    1. αpαa for any scalar α.

    2. p+qa+b.

    [In general, two vector spaces are said to be isomorphic if their elements can be put into a one-to-one correspondence that is preserved under scalar multiplication and addition as in (a) and (b).]

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