Math 171A Homework Assignment #4: LP Constraints, Feasible Sets, and Null-Spaces, Assignments of Mathematics

A math 171a homework assignment focusing on linear programming (lp) constraints, feasible sets, and null-spaces. Students are required to use matlab to find a direction for a residual increase, determine feasibility and vertices of a feasible set, prove linear independence, and analyze unbounded feasible regions. Questions cover topics such as matrix operations, lp constraints, and feasible sets.

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Pre 2010

Uploaded on 03/28/2010

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Math 171A Homework Assignment # 4
Instructor: Jiawang Nie
Assigned Date: February 3, 2010 Due Date: February 10, 2010
1. (4 points) Consider the matrix of active constraints of a certain LP
Aa=
18 4 73
4 2 0 4 2
6 0 3 3 5
00527
.
Use Matlab to find a direction palong which the residual of the third constraint increases,
but all the other residuals remain the same. If the rows of Aaare labeled 1 through 4, what
are the indices of the active set after a positive step along this direction?
2. (5 points) Let Fbe the feasible set defined as
F={xR2:|x1|+ 2|x2| 2,|x1| 1,|x2| 1}.
Is the point ¯x= (1,0) feasible for F? Is this ¯xa vertex? If not, find a vertex from it using
the method described in class. Explain your reasons.
3. (4 points) Assume that pis a vector in the null-space of a matrix A. Show that if ais
any vector such that aTp6= 0, then amust be linearly independent of the rows of A. Does
the converse result hold, i.e., if ais linearly independent of the rows of Aand plies in the
null-space of A, is aTp6= 0?
4. (4 points) Consider the feasible region Fof points in Rnsatisfying the constraints Ax b,
where Ais a nonzero m×nmatrix. Assume that Fcontains at least one point. Show that,
if a nonzero vector pexists such that Ap 0, then F is unbounded.
5. (3 points) Show that the feasible region Fdefined by Ax band x0 is either empty or
convex.
1

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Math 171A Homework Assignment # 4

Instructor: Jiawang Nie

Assigned Date: February 3, 2010 Due Date: February 10, 2010

  1. (4 points) Consider the matrix of active constraints of a certain LP

Aa =

Use Matlab to find a direction p along which the residual of the third constraint increases, but all the other residuals remain the same. If the rows of Aa are labeled 1 through 4, what are the indices of the active set after a positive step along this direction?

  1. (5 points) Let F be the feasible set defined as

F = {x ∈ R^2 : |x 1 | + 2|x 2 | ≤ 2 , |x 1 | ≤ 1 , |x 2 | ≤ 1 }.

Is the point ¯x = (1, 0) feasible for F? Is this ¯x a vertex? If not, find a vertex from it using the method described in class. Explain your reasons.

  1. (4 points) Assume that p is a vector in the null-space of a matrix A. Show that if a is any vector such that aT^ p 6 = 0, then a must be linearly independent of the rows of A. Does the converse result hold, i.e., if a is linearly independent of the rows of A and p lies in the null-space of A, is aT^ p 6 = 0?
  2. (4 points) Consider the feasible region F of points in Rn^ satisfying the constraints Ax ≥ b, where A is a nonzero m × n matrix. Assume that F contains at least one point. Show that, if a nonzero vector p exists such that Ap ≥ 0, then F is unbounded.
  3. (3 points) Show that the feasible region F defined by Ax ≥ b and x ≥ 0 is either empty or convex.