Sum of positive elements divided by their “weighted” product - inequality
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I have following expression,
$$ frac{sum_{i=1}^n x_i}{prod_{i=1}^nx_i^{p_i}} $$
where $p_i$s satisfy $sum p_i = 1$ and $p_i in [0,1]$ and $x_igeq0$, $forall i in 1dots n$.
I think that this expression is always $geq 1$, however, I don't know how to prove it.
Is there anything I can conclude?
Thanks.
calculus inequality summation products
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add a comment |
$begingroup$
I have following expression,
$$ frac{sum_{i=1}^n x_i}{prod_{i=1}^nx_i^{p_i}} $$
where $p_i$s satisfy $sum p_i = 1$ and $p_i in [0,1]$ and $x_igeq0$, $forall i in 1dots n$.
I think that this expression is always $geq 1$, however, I don't know how to prove it.
Is there anything I can conclude?
Thanks.
calculus inequality summation products
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3
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The weighted AM-GM inequality yields $prod_i x_i^{p_i} leq left(sum_i p_i x_iright)^{sum_i p_i} = left(sum_i p_i x_iright)^1 = sum_i p_i x_i leq sum_i 1 x_i = sum_i x_i$.
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– darij grinberg
Jan 10 at 12:40
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@darijgrinberg That comment could be made an answer. [Anyway I'd upvote it.]
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– coffeemath
Jan 10 at 12:45
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@coffeemath: Good idea.
$endgroup$
– darij grinberg
Jan 10 at 12:49
add a comment |
$begingroup$
I have following expression,
$$ frac{sum_{i=1}^n x_i}{prod_{i=1}^nx_i^{p_i}} $$
where $p_i$s satisfy $sum p_i = 1$ and $p_i in [0,1]$ and $x_igeq0$, $forall i in 1dots n$.
I think that this expression is always $geq 1$, however, I don't know how to prove it.
Is there anything I can conclude?
Thanks.
calculus inequality summation products
$endgroup$
I have following expression,
$$ frac{sum_{i=1}^n x_i}{prod_{i=1}^nx_i^{p_i}} $$
where $p_i$s satisfy $sum p_i = 1$ and $p_i in [0,1]$ and $x_igeq0$, $forall i in 1dots n$.
I think that this expression is always $geq 1$, however, I don't know how to prove it.
Is there anything I can conclude?
Thanks.
calculus inequality summation products
calculus inequality summation products
edited Jan 10 at 12:49
darij grinberg
10.5k33062
10.5k33062
asked Jan 10 at 12:36
Michael MarkMichael Mark
12110
12110
3
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The weighted AM-GM inequality yields $prod_i x_i^{p_i} leq left(sum_i p_i x_iright)^{sum_i p_i} = left(sum_i p_i x_iright)^1 = sum_i p_i x_i leq sum_i 1 x_i = sum_i x_i$.
$endgroup$
– darij grinberg
Jan 10 at 12:40
$begingroup$
@darijgrinberg That comment could be made an answer. [Anyway I'd upvote it.]
$endgroup$
– coffeemath
Jan 10 at 12:45
$begingroup$
@coffeemath: Good idea.
$endgroup$
– darij grinberg
Jan 10 at 12:49
add a comment |
3
$begingroup$
The weighted AM-GM inequality yields $prod_i x_i^{p_i} leq left(sum_i p_i x_iright)^{sum_i p_i} = left(sum_i p_i x_iright)^1 = sum_i p_i x_i leq sum_i 1 x_i = sum_i x_i$.
$endgroup$
– darij grinberg
Jan 10 at 12:40
$begingroup$
@darijgrinberg That comment could be made an answer. [Anyway I'd upvote it.]
$endgroup$
– coffeemath
Jan 10 at 12:45
$begingroup$
@coffeemath: Good idea.
$endgroup$
– darij grinberg
Jan 10 at 12:49
3
3
$begingroup$
The weighted AM-GM inequality yields $prod_i x_i^{p_i} leq left(sum_i p_i x_iright)^{sum_i p_i} = left(sum_i p_i x_iright)^1 = sum_i p_i x_i leq sum_i 1 x_i = sum_i x_i$.
$endgroup$
– darij grinberg
Jan 10 at 12:40
$begingroup$
The weighted AM-GM inequality yields $prod_i x_i^{p_i} leq left(sum_i p_i x_iright)^{sum_i p_i} = left(sum_i p_i x_iright)^1 = sum_i p_i x_i leq sum_i 1 x_i = sum_i x_i$.
$endgroup$
– darij grinberg
Jan 10 at 12:40
$begingroup$
@darijgrinberg That comment could be made an answer. [Anyway I'd upvote it.]
$endgroup$
– coffeemath
Jan 10 at 12:45
$begingroup$
@darijgrinberg That comment could be made an answer. [Anyway I'd upvote it.]
$endgroup$
– coffeemath
Jan 10 at 12:45
$begingroup$
@coffeemath: Good idea.
$endgroup$
– darij grinberg
Jan 10 at 12:49
$begingroup$
@coffeemath: Good idea.
$endgroup$
– darij grinberg
Jan 10 at 12:49
add a comment |
2 Answers
2
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oldest
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$begingroup$
Applying the weighted AM-GM inequality to the weights $p_1, p_2, ldots, p_n$, we obtain
begin{equation}
dfrac{p_1 x_1 + p_2 x_2 + cdots + p_n x_n}{1} geq sqrt[1]{x_1^{p_1} x_2^{p_2} cdots x_n^{p_n}}
end{equation}
(since $p_1 + p_2 + cdots + p_n = sum_{i=1}^n p_i = 1$). This simplifies to
begin{equation}
p_1 x_1 + p_2 x_2 + cdots + p_n x_n geq x_1^{p_1} x_2^{p_2} cdots x_n^{p_n} .
end{equation}
Hence,
begin{align}
x_1^{p_1} x_2^{p_2} cdots x_n^{p_n}
leq p_1 x_1 + p_2 x_2 + cdots + p_n x_n
= sum_{i=1}^n underbrace{p_i}_{substack{leq 1 \ text{(since $p_i in left[0,1right]$)}}} x_i leq sum_{i=1}^n x_i ,
end{align}
so that
begin{align}
sum_{i=1}^n x_i leq x_1^{p_1} x_2^{p_2} cdots x_n^{p_n} = prod_{i=1}^n x_i^{p_i} .
end{align}
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Concavity of $log$ gives
$$logleft( prod_{i=1}^nx_i^{p_i}right) = sum_{i=1}^n p_ilog x_i stackrel{mbox{concavity}}{leq} logleft( sum_{i=1}^np_i x_iright) stackrel{0leq p_ileq 1}{leq} logleft( sum_{i=1}^nx_iright)$$
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2 Answers
2
active
oldest
votes
2 Answers
2
active
oldest
votes
active
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votes
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oldest
votes
$begingroup$
Applying the weighted AM-GM inequality to the weights $p_1, p_2, ldots, p_n$, we obtain
begin{equation}
dfrac{p_1 x_1 + p_2 x_2 + cdots + p_n x_n}{1} geq sqrt[1]{x_1^{p_1} x_2^{p_2} cdots x_n^{p_n}}
end{equation}
(since $p_1 + p_2 + cdots + p_n = sum_{i=1}^n p_i = 1$). This simplifies to
begin{equation}
p_1 x_1 + p_2 x_2 + cdots + p_n x_n geq x_1^{p_1} x_2^{p_2} cdots x_n^{p_n} .
end{equation}
Hence,
begin{align}
x_1^{p_1} x_2^{p_2} cdots x_n^{p_n}
leq p_1 x_1 + p_2 x_2 + cdots + p_n x_n
= sum_{i=1}^n underbrace{p_i}_{substack{leq 1 \ text{(since $p_i in left[0,1right]$)}}} x_i leq sum_{i=1}^n x_i ,
end{align}
so that
begin{align}
sum_{i=1}^n x_i leq x_1^{p_1} x_2^{p_2} cdots x_n^{p_n} = prod_{i=1}^n x_i^{p_i} .
end{align}
$endgroup$
add a comment |
$begingroup$
Applying the weighted AM-GM inequality to the weights $p_1, p_2, ldots, p_n$, we obtain
begin{equation}
dfrac{p_1 x_1 + p_2 x_2 + cdots + p_n x_n}{1} geq sqrt[1]{x_1^{p_1} x_2^{p_2} cdots x_n^{p_n}}
end{equation}
(since $p_1 + p_2 + cdots + p_n = sum_{i=1}^n p_i = 1$). This simplifies to
begin{equation}
p_1 x_1 + p_2 x_2 + cdots + p_n x_n geq x_1^{p_1} x_2^{p_2} cdots x_n^{p_n} .
end{equation}
Hence,
begin{align}
x_1^{p_1} x_2^{p_2} cdots x_n^{p_n}
leq p_1 x_1 + p_2 x_2 + cdots + p_n x_n
= sum_{i=1}^n underbrace{p_i}_{substack{leq 1 \ text{(since $p_i in left[0,1right]$)}}} x_i leq sum_{i=1}^n x_i ,
end{align}
so that
begin{align}
sum_{i=1}^n x_i leq x_1^{p_1} x_2^{p_2} cdots x_n^{p_n} = prod_{i=1}^n x_i^{p_i} .
end{align}
$endgroup$
add a comment |
$begingroup$
Applying the weighted AM-GM inequality to the weights $p_1, p_2, ldots, p_n$, we obtain
begin{equation}
dfrac{p_1 x_1 + p_2 x_2 + cdots + p_n x_n}{1} geq sqrt[1]{x_1^{p_1} x_2^{p_2} cdots x_n^{p_n}}
end{equation}
(since $p_1 + p_2 + cdots + p_n = sum_{i=1}^n p_i = 1$). This simplifies to
begin{equation}
p_1 x_1 + p_2 x_2 + cdots + p_n x_n geq x_1^{p_1} x_2^{p_2} cdots x_n^{p_n} .
end{equation}
Hence,
begin{align}
x_1^{p_1} x_2^{p_2} cdots x_n^{p_n}
leq p_1 x_1 + p_2 x_2 + cdots + p_n x_n
= sum_{i=1}^n underbrace{p_i}_{substack{leq 1 \ text{(since $p_i in left[0,1right]$)}}} x_i leq sum_{i=1}^n x_i ,
end{align}
so that
begin{align}
sum_{i=1}^n x_i leq x_1^{p_1} x_2^{p_2} cdots x_n^{p_n} = prod_{i=1}^n x_i^{p_i} .
end{align}
$endgroup$
Applying the weighted AM-GM inequality to the weights $p_1, p_2, ldots, p_n$, we obtain
begin{equation}
dfrac{p_1 x_1 + p_2 x_2 + cdots + p_n x_n}{1} geq sqrt[1]{x_1^{p_1} x_2^{p_2} cdots x_n^{p_n}}
end{equation}
(since $p_1 + p_2 + cdots + p_n = sum_{i=1}^n p_i = 1$). This simplifies to
begin{equation}
p_1 x_1 + p_2 x_2 + cdots + p_n x_n geq x_1^{p_1} x_2^{p_2} cdots x_n^{p_n} .
end{equation}
Hence,
begin{align}
x_1^{p_1} x_2^{p_2} cdots x_n^{p_n}
leq p_1 x_1 + p_2 x_2 + cdots + p_n x_n
= sum_{i=1}^n underbrace{p_i}_{substack{leq 1 \ text{(since $p_i in left[0,1right]$)}}} x_i leq sum_{i=1}^n x_i ,
end{align}
so that
begin{align}
sum_{i=1}^n x_i leq x_1^{p_1} x_2^{p_2} cdots x_n^{p_n} = prod_{i=1}^n x_i^{p_i} .
end{align}
answered Jan 10 at 12:49
darij grinbergdarij grinberg
10.5k33062
10.5k33062
add a comment |
add a comment |
$begingroup$
Concavity of $log$ gives
$$logleft( prod_{i=1}^nx_i^{p_i}right) = sum_{i=1}^n p_ilog x_i stackrel{mbox{concavity}}{leq} logleft( sum_{i=1}^np_i x_iright) stackrel{0leq p_ileq 1}{leq} logleft( sum_{i=1}^nx_iright)$$
$endgroup$
add a comment |
$begingroup$
Concavity of $log$ gives
$$logleft( prod_{i=1}^nx_i^{p_i}right) = sum_{i=1}^n p_ilog x_i stackrel{mbox{concavity}}{leq} logleft( sum_{i=1}^np_i x_iright) stackrel{0leq p_ileq 1}{leq} logleft( sum_{i=1}^nx_iright)$$
$endgroup$
add a comment |
$begingroup$
Concavity of $log$ gives
$$logleft( prod_{i=1}^nx_i^{p_i}right) = sum_{i=1}^n p_ilog x_i stackrel{mbox{concavity}}{leq} logleft( sum_{i=1}^np_i x_iright) stackrel{0leq p_ileq 1}{leq} logleft( sum_{i=1}^nx_iright)$$
$endgroup$
Concavity of $log$ gives
$$logleft( prod_{i=1}^nx_i^{p_i}right) = sum_{i=1}^n p_ilog x_i stackrel{mbox{concavity}}{leq} logleft( sum_{i=1}^np_i x_iright) stackrel{0leq p_ileq 1}{leq} logleft( sum_{i=1}^nx_iright)$$
answered Jan 10 at 12:47
trancelocationtrancelocation
10.5k1722
10.5k1722
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$begingroup$
The weighted AM-GM inequality yields $prod_i x_i^{p_i} leq left(sum_i p_i x_iright)^{sum_i p_i} = left(sum_i p_i x_iright)^1 = sum_i p_i x_i leq sum_i 1 x_i = sum_i x_i$.
$endgroup$
– darij grinberg
Jan 10 at 12:40
$begingroup$
@darijgrinberg That comment could be made an answer. [Anyway I'd upvote it.]
$endgroup$
– coffeemath
Jan 10 at 12:45
$begingroup$
@coffeemath: Good idea.
$endgroup$
– darij grinberg
Jan 10 at 12:49