Definition of vector space |
- Informally, a collection of vectors that can be added together and scaled by a scalar
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- Vector space
over field defines two operations
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- Vector addition:
, denoted as ![](images/img141.png)
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- Scalar multiplication:
, denoted as ![](images/img143.png)
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- If scalars are real numbers, then
is called a real vector space
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- 8 properties of addition and multiplication operations:
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- Commutativity of vector addition:
![](images/img144.png)
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- Associativity of vector addition:
![](images/img145.png)
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- Additive identity:
(zero vector), s.t. ![](images/img147.png)
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- Additive inverse:
, s.t. ![](images/img149.png)
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- Multiplicative identity:
(multiplicative identity of F), s.t. ![](images/1.gif)
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- Associativity of scalar multiplication:
![](images/img152.png)
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- Distributivity of scalar sums:
![](images/img153.png)
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- Distributivity of vector sums:
![](images/img154.png)
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