Segmentation
📂AnalysisSegmentation
This post is based on the Riemann-Stieltjes integral. If we set as α=α(x)=x, it is the same as the Riemann integral.
Definition
If P∗ and P are partitions of [a,b] and satisfy P⊆P∗, then P∗ is called a refinement of P. Hence, every point in P is a point in P∗.
For any two partitions P1 and P2, P3=P1∪P2 is called the common refinement of P1 and P2.
Recall how integrals were defined in high school by dividing a given graph into n equal parts, and taking the limit as n goes to infinity. This makes it easy to understand the role of refinements.
Theorem
Let’s say P∗ is a refinement of P. Then the following two equations hold:
L(P,f,α)U(P∗,f,α)≤L(P∗,f,α)≤U(P,f,α)
Here, L and U are, respectively, the Riemann(-Stieltjes) upper and lower sums.
In other words, as the partition is refined, the lower sum increases and the upper sum decreases.
Proof
Before proving, let’s state the following:
Let’s say P∗ is a refinement of P with just one more point and call this point x∗. Suppose for some i=1,⋯,n, we have xi−1<x∗<xi.
(eq1)
The Riemann(-Stieltjes) lower sum for P is as follows:
L(P,f,α)=i=1∑nmiΔαi=m1Δα1+⋯+mi[α(xi)−α(xi−1)]+⋯+mnΔαn=m1Δα1+⋯+mi[α(xi)−α(x∗)]+mi[α(x∗)−α(xi−1)]+⋯+mnΔαn
And let’s set the following:
w1w2=inff(x)=inff(x)(xi−1≤x≤x∗)(x∗≤x≤xi)
Then, since mi=inff(x) (xi−1≤x≤xi), the following holds:
mi≤w1andmi≤w2
Therefore, we obtain the following:
mi[α(xi)−α(x∗)]+mi[α(x∗)−α(xi−1)]≤w2[α(xi)−α(x∗)]+w1[α(x∗)−α(xi−1)]=w1[α(x∗)−α(xi−1)]+w2[α(xi)−α(x∗)]
Thus, the following holds:
L(P,f,α)=m1Δα1+⋯+mi[α(xi)−α(x∗)]+mi[α(x∗)−α(xi−1)]+⋯+mnΔαn≤w1Δα1+⋯+w1[α(x∗)−α(xi−1)]+w2[α(xi)−α(x∗)]+⋯+mnΔαn=L(P∗,f,α)
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(eq2)
The proof follows the same method as for (eq1). The Riemann(-Stieltjes) upper sum for P is as follows:
U(P,f,α)=i=1∑nMiΔαi=M1Δα1+⋯+Mi[α(xi)−α(xi−1)]+⋯+MnΔαn=M1Δα1+⋯+Mi[α(xi)−α(x∗)]+Mi[α(x∗)−α(xi−1)]+⋯+MnΔαn
And let’s set the following:
W1W2=supf(x)=supf(x)(xi−1≤x≤x∗)(x∗≤x≤xi)
Then, since Mi=supf(x) (xi−1≤x≤xi), the following holds:
W1≤MiandW2≤Mi
Therefore, we obtain the following:
Mi[α(xi)−α(x∗)]+Mi[α(x∗)−α(xi−1)]≥W2[α(xi)−α(x∗)]+W1[α(x∗)−α(xi−1)]=W1[α(x∗)−α(xi−1)]+W2[α(xi)−α(x∗)]
Thus, the following holds:
U(P,f,α)=M1Δα1+⋯+Mi[α(xi)−α(x∗)]+Mi[α(x∗)−α(xi−1)]+⋯+MnΔαn≥W1Δα1+⋯+W1[α(x∗)−α(xi−1)]+W2[α(xi)−α(x∗)]+⋯+MnΔαn=U(P∗,f,α)
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