Recurrence relation (numerical analysis/errors)
Let $p_{k+1}=a_kp_k+b_kp_{k-1}, k in mathbb{N}$ be a recurrence relation with coefficients $a_k, b_k in mathbb{R}$ and start values $p_0, p_1 in mathbb{R}$.
So the values of starting and the coefficients are bugged:
$tilde{p}_0=p_0(1+delta_0), tilde{p}_1=p_1(1+delta_1), tilde{a}_k=a_k(1+alpha_k), tilde{b}_k=b_k(1+beta_k)$
So bugged values $tilde{p}_k$ emerge.
How to find a recurrence relation for the absolute and relative error:
$Delta_{Abs}(p_{k+1}):=tilde{p}_{k+1}-p_{k+1}, Delta_{Rel}(p_{k+1}):=frac{Delta_{abs}(p_{k+1})}{p_{k+1}}$?
I used this for the absolute error:
$Delta(p_{k+1})=a_kDelta p_k+b_kDelta p_{k-1}$
So with the start values $Delta p_0=delta_0 p_0$ and $Delta p_1= delta_1p_1$ I get the recursion:
$alpha_ka_ktilde{p}_{k-1}+beta_kb_ktilde{p}_{k-1}=alpha_ka_kp_k+beta_kb_kp_{k-1}$
Same for the relative error.
Is this recurrence relation correct or has it to be done differently?
proof-verification numerical-methods recurrence-relations
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Let $p_{k+1}=a_kp_k+b_kp_{k-1}, k in mathbb{N}$ be a recurrence relation with coefficients $a_k, b_k in mathbb{R}$ and start values $p_0, p_1 in mathbb{R}$.
So the values of starting and the coefficients are bugged:
$tilde{p}_0=p_0(1+delta_0), tilde{p}_1=p_1(1+delta_1), tilde{a}_k=a_k(1+alpha_k), tilde{b}_k=b_k(1+beta_k)$
So bugged values $tilde{p}_k$ emerge.
How to find a recurrence relation for the absolute and relative error:
$Delta_{Abs}(p_{k+1}):=tilde{p}_{k+1}-p_{k+1}, Delta_{Rel}(p_{k+1}):=frac{Delta_{abs}(p_{k+1})}{p_{k+1}}$?
I used this for the absolute error:
$Delta(p_{k+1})=a_kDelta p_k+b_kDelta p_{k-1}$
So with the start values $Delta p_0=delta_0 p_0$ and $Delta p_1= delta_1p_1$ I get the recursion:
$alpha_ka_ktilde{p}_{k-1}+beta_kb_ktilde{p}_{k-1}=alpha_ka_kp_k+beta_kb_kp_{k-1}$
Same for the relative error.
Is this recurrence relation correct or has it to be done differently?
proof-verification numerical-methods recurrence-relations
add a comment |
Let $p_{k+1}=a_kp_k+b_kp_{k-1}, k in mathbb{N}$ be a recurrence relation with coefficients $a_k, b_k in mathbb{R}$ and start values $p_0, p_1 in mathbb{R}$.
So the values of starting and the coefficients are bugged:
$tilde{p}_0=p_0(1+delta_0), tilde{p}_1=p_1(1+delta_1), tilde{a}_k=a_k(1+alpha_k), tilde{b}_k=b_k(1+beta_k)$
So bugged values $tilde{p}_k$ emerge.
How to find a recurrence relation for the absolute and relative error:
$Delta_{Abs}(p_{k+1}):=tilde{p}_{k+1}-p_{k+1}, Delta_{Rel}(p_{k+1}):=frac{Delta_{abs}(p_{k+1})}{p_{k+1}}$?
I used this for the absolute error:
$Delta(p_{k+1})=a_kDelta p_k+b_kDelta p_{k-1}$
So with the start values $Delta p_0=delta_0 p_0$ and $Delta p_1= delta_1p_1$ I get the recursion:
$alpha_ka_ktilde{p}_{k-1}+beta_kb_ktilde{p}_{k-1}=alpha_ka_kp_k+beta_kb_kp_{k-1}$
Same for the relative error.
Is this recurrence relation correct or has it to be done differently?
proof-verification numerical-methods recurrence-relations
Let $p_{k+1}=a_kp_k+b_kp_{k-1}, k in mathbb{N}$ be a recurrence relation with coefficients $a_k, b_k in mathbb{R}$ and start values $p_0, p_1 in mathbb{R}$.
So the values of starting and the coefficients are bugged:
$tilde{p}_0=p_0(1+delta_0), tilde{p}_1=p_1(1+delta_1), tilde{a}_k=a_k(1+alpha_k), tilde{b}_k=b_k(1+beta_k)$
So bugged values $tilde{p}_k$ emerge.
How to find a recurrence relation for the absolute and relative error:
$Delta_{Abs}(p_{k+1}):=tilde{p}_{k+1}-p_{k+1}, Delta_{Rel}(p_{k+1}):=frac{Delta_{abs}(p_{k+1})}{p_{k+1}}$?
I used this for the absolute error:
$Delta(p_{k+1})=a_kDelta p_k+b_kDelta p_{k-1}$
So with the start values $Delta p_0=delta_0 p_0$ and $Delta p_1= delta_1p_1$ I get the recursion:
$alpha_ka_ktilde{p}_{k-1}+beta_kb_ktilde{p}_{k-1}=alpha_ka_kp_k+beta_kb_kp_{k-1}$
Same for the relative error.
Is this recurrence relation correct or has it to be done differently?
proof-verification numerical-methods recurrence-relations
proof-verification numerical-methods recurrence-relations
edited Nov 24 at 14:57
asked Nov 24 at 13:15
Nekarts
234
234
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You forgot to consider the absolute error of the coefficients:
$$Delta(p_{k+1})=a_kDelta p_k +b_kDelta p_{k-1}+p_kDelta a_k+p_{k-1}Delta b_k.$$
The problem with the relative error is the possible cancellation hidden in the addition (while for the single summands, the relative error of $a_kp_k$ is just the sum of the relative errors of the factors). If we knew for example that all numbers involved are positive, we'd be in a much better shape, namely, $max{Delta_{rel}(a_k)+Delta_{rel}(p_k),Delta_{rel}(b_k)+Delta_{rel}(p_{k-1})}$, and this is readily bounded by $(k+1)delta$ (induction on $k$) if all involved numbers have relative error $ledelta$.
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1 Answer
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1 Answer
1
active
oldest
votes
active
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You forgot to consider the absolute error of the coefficients:
$$Delta(p_{k+1})=a_kDelta p_k +b_kDelta p_{k-1}+p_kDelta a_k+p_{k-1}Delta b_k.$$
The problem with the relative error is the possible cancellation hidden in the addition (while for the single summands, the relative error of $a_kp_k$ is just the sum of the relative errors of the factors). If we knew for example that all numbers involved are positive, we'd be in a much better shape, namely, $max{Delta_{rel}(a_k)+Delta_{rel}(p_k),Delta_{rel}(b_k)+Delta_{rel}(p_{k-1})}$, and this is readily bounded by $(k+1)delta$ (induction on $k$) if all involved numbers have relative error $ledelta$.
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You forgot to consider the absolute error of the coefficients:
$$Delta(p_{k+1})=a_kDelta p_k +b_kDelta p_{k-1}+p_kDelta a_k+p_{k-1}Delta b_k.$$
The problem with the relative error is the possible cancellation hidden in the addition (while for the single summands, the relative error of $a_kp_k$ is just the sum of the relative errors of the factors). If we knew for example that all numbers involved are positive, we'd be in a much better shape, namely, $max{Delta_{rel}(a_k)+Delta_{rel}(p_k),Delta_{rel}(b_k)+Delta_{rel}(p_{k-1})}$, and this is readily bounded by $(k+1)delta$ (induction on $k$) if all involved numbers have relative error $ledelta$.
add a comment |
You forgot to consider the absolute error of the coefficients:
$$Delta(p_{k+1})=a_kDelta p_k +b_kDelta p_{k-1}+p_kDelta a_k+p_{k-1}Delta b_k.$$
The problem with the relative error is the possible cancellation hidden in the addition (while for the single summands, the relative error of $a_kp_k$ is just the sum of the relative errors of the factors). If we knew for example that all numbers involved are positive, we'd be in a much better shape, namely, $max{Delta_{rel}(a_k)+Delta_{rel}(p_k),Delta_{rel}(b_k)+Delta_{rel}(p_{k-1})}$, and this is readily bounded by $(k+1)delta$ (induction on $k$) if all involved numbers have relative error $ledelta$.
You forgot to consider the absolute error of the coefficients:
$$Delta(p_{k+1})=a_kDelta p_k +b_kDelta p_{k-1}+p_kDelta a_k+p_{k-1}Delta b_k.$$
The problem with the relative error is the possible cancellation hidden in the addition (while for the single summands, the relative error of $a_kp_k$ is just the sum of the relative errors of the factors). If we knew for example that all numbers involved are positive, we'd be in a much better shape, namely, $max{Delta_{rel}(a_k)+Delta_{rel}(p_k),Delta_{rel}(b_k)+Delta_{rel}(p_{k-1})}$, and this is readily bounded by $(k+1)delta$ (induction on $k$) if all involved numbers have relative error $ledelta$.
answered Nov 25 at 11:22
Hagen von Eitzen
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275k21268495
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