Linearly Independent Vectors
Several vectors are linearly independent if none of them can be expressed as a linear combination of others.
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a1 = a2 = ··· = an = 0
Linearly independent vectors have different directions and its components are not proportional.

Examples
1.Determine whether the vectors are linearly dependent or independent.
= (2, 3, 1),
= (1, 0, 1),
= (0, 3, −1)
a (2, 3, 1) + b(1, 0, 1) + c (0, 3, −1) = (0, 0, 0)

r = 2 n = 3 Consistent dependent system.
The system has infinite solutions, so the vectors are linearly dependent.
2.Demonstrate that
= (1, 0, 1),
= (1, 1, 0) and
= (0, 1, 1) are linearly independent vectors and express the vector
= (1, 2, 3) as a linear combination of these vectors.
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The system supports only the trivial solution:
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Therefore, the three vectors are linearly independent.
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