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Answer Key and Complete Solutions Manual for Introduction to Linear Algebra (6th Edition) by Gilbert Strang – Step-by-Step Problem Solutions, Matrix Operations, and Concept Explanations for Linear Algebra Students

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This Answer Key and Solutions Manual corresponds to Introduction to Linear Algebra (6th Edition) by Gilbert Strang, one of the most widely used and respected textbooks in mathematics and engineering education. It provides detailed, step-by-step solutions to all end-of-chapter exercises, examples, and review problems, making it the perfect companion for self-study or guided coursework. Each solution is presented with clear mathematical reasoning, showing the full process behind computations, proofs, and conceptual problems. The manual thoroughly covers all major topics from the textbook, including systems of linear equations, vector spaces, linear transformations, determinants, eigenvalues and eigenvectors, orthogonality, least squares, and singular value decomposition (SVD). Designed to align perfectly with Strang’s pedagogical approach, this guide emphasizes understanding over memorization. Explanations go beyond numerical answers, helping students grasp the fundamental ideas of linear algebra and how they apply to engineering, data science, computer graphics, and applied mathematics. The manual includes numerous worked examples, matrix manipulations, and geometric interpretations of linear algebra concepts, making it highly effective for both undergraduate and graduate-level learning. It is also an invaluable resource for students preparing for exams or reviewing for advanced topics such as differential equations, numerical analysis, and machine learning. With this comprehensive solutions resource, students can develop a deeper and more intuitive understanding of linear algebra—one of the most essential subjects in modern science and engineering.

Meer zien Lees minder
Instelling
Introduction To Continuum Mechanics
Vak
Introduction to continuum mechanics

Voorbeeld van de inhoud

@SOLUTIONSSTUDY

ALL 10 CHAPTERS COVERED

,@SOLUTIONSSTUDY



2 Solutions to Exercises

Problem Set 1.1, page 8

1 The combinations give (a) a line in R3 (b) a plane in R3 (c) all of R3.

2 v + w = (2, 3) and v − w = (6, −1) will be the diagonals of the parallelogram with
v and w as two sides going out from (0, 0).

3 This problem gives the diagonals v + w and v − w of the parallelogram and asks for
the sides: The opposite of Problem 2. In this example v = (3, 3) and w = (2, −2).

4 3v + w = (7, 5) and cv + dw = (2c + d, c + 2d).

5 u+v = (−2, 3, 1) and u+v+w = (0, 0, 0) and 2u+2v+w = ( add first answers) =
(−2, 3, 1). The vectors u, v, w are in the same plane because a combination gives
(0, 0, 0). Stated another way: u = −v − w is in the plane of v and w.

6 The components of every cv + dw add to zero because the components of v and of w
add to zero. c = 3 and d = 9 give (3, 3, −6). There is no solution to cv+dw = (3, 3, 6)
because 3 + 3 + 6 is not zero.

7 The nine combinations c(2, 1) + d(0, 1) with c = 0, 1, 2 and d = (0, 1, 2) will lie on
a lattice. If we took all whole numbers c and d, the lattice would lie over the whole
plane.

8 The other diagonal is v − w (or else w − v). Adding diagonals gives 2v (or 2w).

9 The fourth corner can be (4, 4) or (4, 0) or (−2, 2). Three possible parallelograms!

10 i − j = (1, 1, 0) is in the base (x-y plane). i + j + k = (1, 1, 1) is the opposite
corner from (0, 0, 0). Points in the cube have 0 ≤ x ≤ 1, 0 ≤ y ≤ 1, 0 ≤ z ≤ 1.
11 Four more corners (1, 1, 0), (1, 0, 1), (0, 1, 1), (1, 1, 1). The center point is ( 1 , 1 , 1 ).
2 2 2
Centers of faces are ( 1 , 1 , 0), ( 1 , 1 , 1) and (0, 1 , 1 ), (1, 1 , 1 ) and ( 1 , 0, 1 ), ( 1 , 1, 1 ).
2 2 2 2 2 2 2 2 2 2 2 2

12 The combinations of i = (1, 0, 0) and i + j = (1, 1, 0) fill the xy plane in xyz space.

13 Sum = zero vector. Sum = −2:00 vector = 8:00 vector. 2:00 is 30◦ from horizontal

= (cos π , sin π ) = ( 3/2, 1/2).
6 6

14 Moving the origin to 6:00 adds j = (0, 1) to every vector. So the sum of twelve vectors
changes from 0 to 12j = (0, 12).

,Solutions to Exercises 3

3 1
15 The point v+
w is three-fourths of the way to v starting from w. The vector
4 4
1 1 1 1
v + w is halfway to u = v + w. The vector v + w is 2u (the far corner of the
4 4 2 2
parallelogram).

16 All combinations with c + d = 1 are on the line that passes through v and w.
The point V = −v + 2w is on that line but it is beyond w.
17 All vectors cv + cw are on the line passing through (0, 0) and u = 1 v + 1 w. That
2 2

line continues out beyond v + w and back beyond (0, 0). With c ≥ 0, half of this line
is removed, leaving a ray that starts at (0, 0).

18 The combinations cv + dw with 0 ≤ c ≤ 1 and 0 ≤ d ≤ 1 fill the parallelogram with
sides v and w. For example, if v = (1, 0) and w = (0, 1) then cv + dw fills the unit
square. But when v = (a, 0) and w = (b, 0) these combinations only fill a segment of
a line.

19 With c ≥ 0 and d ≥ 0 we get the infinite “cone” or “wedge” between v and w. For
example, if v = (1, 0) and w = (0, 1), then the cone is the whole quadrant x ≥ 0, y

0. Question: What if w = −v? The cone opens to a half-space. But the combinations
of v = (1, 0) and w = (−1, 0) only fill a line.
20 (a) 1 u + 1 v + 1 w is the center of the triangle between u, v and w; 1 u + 1 w lies
3 3 3 2 2

between u and w (b) To fill the triangle keep c ≥ 0, d ≥ 0, e ≥ 0, and c + d + e = 1.

21 The sum is (v − u) +(w − v) +(u − w) = zero vector. Those three sides of a triangle
are in the same plane!
22 The vector 1 (u + v + w) is outside the pyramid because c + d + e = 1
+1+ 1
> 1.
2 2 2 2

23 All vectors are combinations of u, v, w as drawn (not in the same plane). Start by
seeing that cu + dv fills a plane, then adding ew fills all of R3.

24 The combinations of u and v fill one plane. The combinations of v and w fill another
plane. Those planes meet in a line: only the vectors cv are in both planes.

25 (a) For a line, choose u = v = w = any nonzero vector (b) For a plane, choose
u and v in different directions. A combination like w = u + v is in the same plane.

, @SOLUTIONSSTUDY
4 Solutions to Exercises

26 Two equations come from the two components: c + 3d = 14 and 2c + d = 8.
The solution is c = 2 and d = 4. Then 2(1, 2) + 4(3, 1) = (14, 8).

27 A four-dimensional cube has 24 = 16 corners and 2 · 4 = 8 three-dimensional faces
and 24 two-dimensional faces and 32 edges in Worked Example 2.4 A.

28 There are 6 unknown numbers v1, v2, v3, w1, w2, w3. The six equations come from the
components of v + w = (4, 5, 6) and v − w = (2, 5, 8). Add to find 2v = (6, 10,
14)
so v = (3, 5, 7) and w = (1, 0, −1).

29 Fact : For any three vectors u, v, w in the plane, some combination cu + dv + ew is
the zero vector (beyond the obvious c = d = e = 0). So if there is one
combination Cu + Dv + Ew that produces b, there will be many more—just add c, d,
e or 2c, 2d, 2e to the particular solution C, D, E.

The example has 3u − 2v + w = 3(1, 3) − 2(2, 7) + 1(1, 5) = (0, 0). It also has
−2u + 1v + 0w = b = (0, 1). Adding gives u − v + w = (0, 1). In this case c, d, e
equal 3, −2, 1 and C, D, E = −2, 1, 0.

Could another example have u, v, w that could NOT combine to produce b ? Yes. The
vectors (1, 1), (2, 2), (3, 3) are on a line and no combination produces b. We can easily
solve cu + dv + ew = 0 but not Cu + Dv + Ew = b.

30 The combinations of v and w fill the plane unless v and w lie on the same line through
(0, 0). Four vectors whose combinations fill 4-dimensional space: one example is the
“standard basis” (1, 0, 0, 0), (0, 1, 0, 0), (0, 0, 1, 0), and (0, 0, 0, 1).

31 The equations cu + dv + ew = b are


2c −d = 1 So d = 2e c = 3/4
−c +2d −e = 0 then c = d = 2/4
−d +2e = 0 3e then 4e e = 1/4
=1

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Introduction to continuum mechanics

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