In the settings of Measurable Functions and the Lebesgue Integral: Notation and Euclidean Space and Real Matrices: Standing Notation , let ( X , F , μ ) (X,\mathcal{F},\mu) ( X , F , μ ) be a measure space and let m , n , p , q , r , s ∈ N m,n,p,q,r,s\in\mathbb{N} m , n , p , q , r , s ∈ N . Functions into R n \mathbb{R}^{n} R n and into R p × q \mathbb{R}^{p\times q} R p × q are combined pointwise: for functions f , g : X → R n f,g:X\to\mathbb{R}^{n} f , g : X → R n and F , G : X → R p × q F,G:X\to\mathbb{R}^{p\times q} F , G : X → R p × q , a , b ∈ R a,b\in\mathbb{R} a , b ∈ R , a point u ∈ R n u\in\mathbb{R}^{n} u ∈ R n and matrices C C C , D D D of matching sizes, a f + b g af+bg a f + b g , a F + b G aF+bG a F + b G , C f Cf C f , C F D CFD CF D and u ⋅ f u\cdot f u ⋅ f , with the dot product u ⋅ f ( x ) u\cdot f(x) u ⋅ f ( x ) , are the functions
x ↦ a f ( x ) + b g ( x ) , x ↦ a F ( x ) + b G ( x ) , x ↦ C f ( x ) , x ↦ ( C F ( x ) ) D , x ↦ u ⋅ f ( x ) , x\mapsto af(x)+bg(x),\quad x\mapsto aF(x)+bG(x),\quad x\mapsto Cf(x),\quad x\mapsto\bigl(CF(x)\bigr)D,\quad x\mapsto u\cdot f(x), x ↦ a f ( x ) + b g ( x ) , x ↦ a F ( x ) + b G ( x ) , x ↦ C f ( x ) , x ↦ ( CF ( x ) ) D , x ↦ u ⋅ f ( x ) ,
and ∥ f ∥ \lVert f\rVert ∥ f ∥ and ∥ F ∥ \lVert F\rVert ∥ F ∥ are the functions x ↦ ∥ f ( x ) ∥ x\mapsto\lVert f(x)\rVert x ↦ ∥ f ( x )∥ and x ↦ ∥ F ( x ) ∥ x\mapsto\lVert F(x)\rVert x ↦ ∥ F ( x )∥ from X X X to R \mathbb{R} R , with the Euclidean norm and the operator norm (these functions exist by Maps Formed Pointwise: Constant Maps, Pairs of Values, Maps Applied to Values, and Families of Maps (i) , Maps Formed Pointwise: Constant Maps, Pairs of Values, Maps Applied to Values, and Families of Maps (iii) and Maps Formed Pointwise from Vector and Matrix Operations (i) ). Integrals of ∥ f ∥ \lVert f\rVert ∥ f ∥ and ∥ F ∥ \lVert F\rVert ∥ F ∥ are taken in L 1 ( μ ) \mathcal{L}^{1}(\mu) L 1 ( μ ) .
(i) Integrability criterion for vector-valued functions. Let f : X → R n f:X\to\mathbb{R}^{n} f : X → R n be measurable. Then f ∈ L 1 ( μ ; R n ) f\in\mathcal{L}^{1}(\mu;\mathbb{R}^{n}) f ∈ L 1 ( μ ; R n ) if and only if ∥ f ∥ ∈ L 1 ( μ ) \lVert f\rVert\in\mathcal{L}^{1}(\mu) ∥ f ∥ ∈ L 1 ( μ ) .
(ii) Integrability criterion for matrix-valued functions. Let F : X → R p × q F:X\to\mathbb{R}^{p\times q} F : X → R p × q be measurable. Then F ∈ L 1 ( μ ; R p × q ) F\in\mathcal{L}^{1}(\mu;\mathbb{R}^{p\times q}) F ∈ L 1 ( μ ; R p × q ) if and only if ∥ F ∥ ∈ L 1 ( μ ) \lVert F\rVert\in\mathcal{L}^{1}(\mu) ∥ F ∥ ∈ L 1 ( μ ) .
(iii) Linearity for vector-valued functions. Let f , g ∈ L 1 ( μ ; R n ) f,g\in\mathcal{L}^{1}(\mu;\mathbb{R}^{n}) f , g ∈ L 1 ( μ ; R n ) and a , b ∈ R a,b\in\mathbb{R} a , b ∈ R . Then a f + b g ∈ L 1 ( μ ; R n ) af+bg\in\mathcal{L}^{1}(\mu;\mathbb{R}^{n}) a f + b g ∈ L 1 ( μ ; R n ) and
∫ X ( a f + b g ) d μ = a ∫ X f d μ + b ∫ X g d μ . \int_{X}(af+bg)\,d\mu=a\int_{X}f\,d\mu+b\int_{X}g\,d\mu . ∫ X ( a f + b g ) d μ = a ∫ X f d μ + b ∫ X g d μ .
(iv) Linearity for matrix-valued functions. Let F , G ∈ L 1 ( μ ; R p × q ) F,G\in\mathcal{L}^{1}(\mu;\mathbb{R}^{p\times q}) F , G ∈ L 1 ( μ ; R p × q ) and a , b ∈ R a,b\in\mathbb{R} a , b ∈ R . Then a F + b G ∈ L 1 ( μ ; R p × q ) aF+bG\in\mathcal{L}^{1}(\mu;\mathbb{R}^{p\times q}) a F + b G ∈ L 1 ( μ ; R p × q ) and
∫ X ( a F + b G ) d μ = a ∫ X F d μ + b ∫ X G d μ . \int_{X}(aF+bG)\,d\mu=a\int_{X}F\,d\mu+b\int_{X}G\,d\mu . ∫ X ( a F + b G ) d μ = a ∫ X F d μ + b ∫ X G d μ .
(v) Constant matrix factors of vector-valued functions. Let C ∈ M m × n ( R ) C\in\mathcal{M}_{m\times n}(\mathbb{R}) C ∈ M m × n ( R ) and f ∈ L 1 ( μ ; R n ) f\in\mathcal{L}^{1}(\mu;\mathbb{R}^{n}) f ∈ L 1 ( μ ; R n ) . Then C f ∈ L 1 ( μ ; R m ) Cf\in\mathcal{L}^{1}(\mu;\mathbb{R}^{m}) C f ∈ L 1 ( μ ; R m ) and
∫ X C f d μ = C ∫ X f d μ . \int_{X}Cf\,d\mu=C\int_{X}f\,d\mu . ∫ X C f d μ = C ∫ X f d μ .
(vi) Constant matrix factors of matrix-valued functions. Let C ∈ M r × p ( R ) C\in\mathcal{M}_{r\times p}(\mathbb{R}) C ∈ M r × p ( R ) , D ∈ M q × s ( R ) D\in\mathcal{M}_{q\times s}(\mathbb{R}) D ∈ M q × s ( R ) and F ∈ L 1 ( μ ; R p × q ) F\in\mathcal{L}^{1}(\mu;\mathbb{R}^{p\times q}) F ∈ L 1 ( μ ; R p × q ) . Then C F D ∈ L 1 ( μ ; R r × s ) CFD\in\mathcal{L}^{1}(\mu;\mathbb{R}^{r\times s}) CF D ∈ L 1 ( μ ; R r × s ) and
∫ X C F D d μ = ( C ∫ X F d μ ) D . \int_{X}CFD\,d\mu=\Bigl(C\int_{X}F\,d\mu\Bigr)D . ∫ X CF D d μ = ( C ∫ X F d μ ) D .
(vii) Dot products. Let u ∈ R n u\in\mathbb{R}^{n} u ∈ R n and f ∈ L 1 ( μ ; R n ) f\in\mathcal{L}^{1}(\mu;\mathbb{R}^{n}) f ∈ L 1 ( μ ; R n ) . Then u ⋅ f ∈ L 1 ( μ ) u\cdot f\in\mathcal{L}^{1}(\mu) u ⋅ f ∈ L 1 ( μ ) and
∫ X u ⋅ f d μ = u ⋅ ∫ X f d μ . \int_{X}u\cdot f\,d\mu=u\cdot\int_{X}f\,d\mu . ∫ X u ⋅ f d μ = u ⋅ ∫ X f d μ .
(viii) Norm bound for vector-valued functions. Let f ∈ L 1 ( μ ; R n ) f\in\mathcal{L}^{1}(\mu;\mathbb{R}^{n}) f ∈ L 1 ( μ ; R n ) . Then ∥ f ∥ ∈ L 1 ( μ ) \lVert f\rVert\in\mathcal{L}^{1}(\mu) ∥ f ∥ ∈ L 1 ( μ ) and
∥ ∫ X f d μ ∥ ≤ ∫ X ∥ f ∥ d μ . \Bigl\lVert\int_{X}f\,d\mu\Bigr\rVert\le\int_{X}\lVert f\rVert\,d\mu . ∫ X f d μ ≤ ∫ X ∥ f ∥ d μ .
(ix) Norm bound for matrix-valued functions. Let F ∈ L 1 ( μ ; R p × q ) F\in\mathcal{L}^{1}(\mu;\mathbb{R}^{p\times q}) F ∈ L 1 ( μ ; R p × q ) . Then ∥ F ∥ ∈ L 1 ( μ ) \lVert F\rVert\in\mathcal{L}^{1}(\mu) ∥ F ∥ ∈ L 1 ( μ ) and
∥ ∫ X F d μ ∥ ≤ ∫ X ∥ F ∥ d μ . \Bigl\lVert\int_{X}F\,d\mu\Bigr\rVert\le\int_{X}\lVert F\rVert\,d\mu . ∫ X F d μ ≤ ∫ X ∥ F ∥ d μ .