Definition: The algebraic properties of \(\mathbb{R}^n\) (or \(\mathbb{C}^n\)) are the rules governing vector addition and scalar multiplication that make it a vector space.
For all \(\mathbf{u}, \mathbf{v}, \mathbf{w} \in \mathbb{F}^n\) and scalars \(a, b \in \mathbb{F}\):
- Closure under addition: \(\mathbf{u} + \mathbf{v} \in \mathbb{F}^n\)
- Commutativity: \(\mathbf{u} + \mathbf{v} = \mathbf{v} + \mathbf{u}\)
- Associativity of addition: \((\mathbf{u} + \mathbf{v}) + \mathbf{w} = \mathbf{u} + (\mathbf{v} + \mathbf{w})\)
- Additive identity: There exists \(\mathbf{0} = (0,\ldots,0)\) such that \(\mathbf{u} + \mathbf{0} = \mathbf{u}\)
- Additive inverse: For each \(\mathbf{u}\), there exists \(-\mathbf{u}\) such that \(\mathbf{u} + (-\mathbf{u}) = \mathbf{0}\)
- Closure under scalar multiplication: \(a\mathbf{u} \in \mathbb{F}^n\)
- Distributivity (scalar over vector sum): \(a(\mathbf{u} + \mathbf{v}) = a\mathbf{u} + a\mathbf{v}\)
- Distributivity (scalar sum over vector): \((a + b)\mathbf{u} = a\mathbf{u} + b\mathbf{u}\)
- Associativity of scalar multiplication: \(a(b\mathbf{u}) = (ab)\mathbf{u}\)
- Scalar identity: \(1 \cdot \mathbf{u} = \mathbf{u}\)
These ten properties are the vector space axioms; verifying them for \(\mathbb{F}^n\) is straightforward from the component-wise definitions.
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Children
- Definition of scalarDefinition: A scalar is a single number from a field \(\mathbb{F}\), typically \(\mathbb{R}\) (real numbers) or...
- Definition of vectorA vector is an element of a specified vector space. In $\mathbb F^n$, vectors are ordered $n$-tuples of scalars,...
- Definition of column vectorDefinition: A column vector is a vector written as a vertical array of \(n\) entries: \[\mathbf{v} = \begin{pmatrix}...
- Definition of R^n (or C^n)Definition: \(\mathbb{R}^n\) is the set of all ordered \(n\)-tuples of real numbers: \[\mathbb{R}^n = \{(x 1, x 2,...
- Definition of size of a vectorThe size of a coordinate vector in $\mathbb F^n$ is its number of components, $n$. This is different from its norm or...
- Definition of entry/component of a vectorDefinition: An entry (or component ) of a vector \(\mathbf{v} = (v 1, v 2, \ldots, v n)\) is one of the individual...
- Definition of 0 vectorDefinition: The zero vector (or \(\mathbf{0}\) vector ) in \(\mathbb{F}^n\) is the vector whose every component is...
- Definition of equality of vectorsDefinition: Two vectors \(\mathbf{u}, \mathbf{v} \in \mathbb{F}^n\) are equal if and only if they have the same size...
- Definition of vector sum/additionDefinition: The sum (or addition ) of two vectors \(\mathbf{u}, \mathbf{v} \in \mathbb{F}^n\) is the vector obtained...
- Vector sum/addition is commutative and associativeTheorem: Vector addition in \(\mathbb{F}^n\) is both commutative and associative. For all \(\mathbf{u}, \mathbf{v}...
- Definition of conjugate of a vector in C^nDefinition: The conjugate (or complex conjugate ) of a vector \(\mathbf{z} = (z 1, z 2, \ldots, z n) \in...
- Definition of the real part of a vector in C^nDefinition: The real part of a vector \(\mathbf{z} = (z 1, z 2, \ldots, z n) \in \mathbb{C}^n\) is the vector in...
- Definition of the imaginary part of a vector in C^nDefinition: The imaginary part of a vector \(\mathbf{z} = (z 1, z 2, \ldots, z n) \in \mathbb{C}^n\) is the vector in...
- The conjugate of a sum of vectors in C^n is the sum of the conjugatesTheorem: For any \(\mathbf{z}, \mathbf{w} \in \mathbb{C}^n\), the conjugate of their sum equals the sum of their...
- Definition of vector-scalar multiplicationDefinition: The scalar multiplication of a vector \(\mathbf{v} = (v 1, v 2, \ldots, v n) \in \mathbb{F}^n\) by a...
- The conjugate of vector-scalar multiplication in C^n is the product of the conjugates.Theorem: For any scalar \(a \in \mathbb{C}\) and any vector \(\mathbf{z} \in \mathbb{C}^n\), the conjugate of their...
- Example of vector-scalar multiplication in R^2Example: Scalar multiplication in \(\mathbb{R}^2\). Let \(\mathbf{v} = (2, 1) \in \mathbb{R}^2\). Consider several...
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