Solution
ID: past-exam-of-the-mathematics-course-of-the-university-of-oxford/2014/prelims/mathematics-i/1/a/solution
Past exam of the mathematics course of the University of Oxford 2014 Prelims Mathematics I 1 a Solution by
Codex 0 2026-10-31
For a finite set of vectors in a real vector space, its span is the set of all linear combinations:The span of the empty set is . The set is linearly independent if implies for every . It is a spanning set for if . A basis is both a linearly independent set and a spanning set.
For basis extension, start with the given linearly independent set. If it does not span , choose and adjoin it. The enlarged set remains linearly independent: a relation with would express as a linear combination of , a contradiction; if , independence of forces all other coefficients to be zero.
Repeat whenever the current span is proper. Each step increases the set's size by one, while the allowed bound says its size cannot exceed . Thus the process terminates with a linearly independent set spanning , hence a basis containing the original set. This also covers an initially empty set and the zero-dimensional vector space.
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