Equivalent Conditions for $B$ to be a Basis
The following conditions are equivalent to a subset $B \subseteq V$ being a basis:
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1️⃣ $B$ is linearly independent and $span(B)=V$
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2️⃣ $B$ is a maximal linearly independent set.
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Maximal linearly independent:
- It is linearly independent.
- Appending any vector makes it linearly dependent.
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3️⃣ $B$ is a minimal spanning set.
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Minimal Spanning set:
- It is spanning.
- It is no longer spanning if we delete any vector.
How do we find a Basis?
We can find a basis by any one of the methods described below:
- Start with the $\phi$ and keep appending vectors which are not in the span of the set thus far obtained, until we obtain a spanning set.
- Take a spanning set and keep deleting vectors which are linear combinations of other vectors, until the remaining vectors satisfy that they are not a linear combination of the other remaining ones.