Explanation of why the height of a binary tree $theta(lg n)$.

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From Heap Sort chapter of Introduction to algorithms :




Since a heap of $n$ elements is based on a complete binary tree , its
height is $theta(lg n)$.




I know this is correct but how can this be proved ?







share|cite|improve this question


















  • 1




    Hint: prove that a complete binary tree of hight $h$ has $2^h$ elements
    – pritam
    Aug 10 '12 at 9:03











  • @pritam thats a pretty good way of coming to this conclusion . Can you throw an answer so that I can accept it as the accepted answer .
    – Geek
    Aug 10 '12 at 9:11














up vote
2
down vote

favorite












From Heap Sort chapter of Introduction to algorithms :




Since a heap of $n$ elements is based on a complete binary tree , its
height is $theta(lg n)$.




I know this is correct but how can this be proved ?







share|cite|improve this question


















  • 1




    Hint: prove that a complete binary tree of hight $h$ has $2^h$ elements
    – pritam
    Aug 10 '12 at 9:03











  • @pritam thats a pretty good way of coming to this conclusion . Can you throw an answer so that I can accept it as the accepted answer .
    – Geek
    Aug 10 '12 at 9:11












up vote
2
down vote

favorite









up vote
2
down vote

favorite











From Heap Sort chapter of Introduction to algorithms :




Since a heap of $n$ elements is based on a complete binary tree , its
height is $theta(lg n)$.




I know this is correct but how can this be proved ?







share|cite|improve this question














From Heap Sort chapter of Introduction to algorithms :




Since a heap of $n$ elements is based on a complete binary tree , its
height is $theta(lg n)$.




I know this is correct but how can this be proved ?









share|cite|improve this question













share|cite|improve this question




share|cite|improve this question








edited Aug 26 at 1:20









Michael Hardy

205k23187463




205k23187463










asked Aug 10 '12 at 8:55









Geek

92962040




92962040







  • 1




    Hint: prove that a complete binary tree of hight $h$ has $2^h$ elements
    – pritam
    Aug 10 '12 at 9:03











  • @pritam thats a pretty good way of coming to this conclusion . Can you throw an answer so that I can accept it as the accepted answer .
    – Geek
    Aug 10 '12 at 9:11












  • 1




    Hint: prove that a complete binary tree of hight $h$ has $2^h$ elements
    – pritam
    Aug 10 '12 at 9:03











  • @pritam thats a pretty good way of coming to this conclusion . Can you throw an answer so that I can accept it as the accepted answer .
    – Geek
    Aug 10 '12 at 9:11







1




1




Hint: prove that a complete binary tree of hight $h$ has $2^h$ elements
– pritam
Aug 10 '12 at 9:03





Hint: prove that a complete binary tree of hight $h$ has $2^h$ elements
– pritam
Aug 10 '12 at 9:03













@pritam thats a pretty good way of coming to this conclusion . Can you throw an answer so that I can accept it as the accepted answer .
– Geek
Aug 10 '12 at 9:11




@pritam thats a pretty good way of coming to this conclusion . Can you throw an answer so that I can accept it as the accepted answer .
– Geek
Aug 10 '12 at 9:11










2 Answers
2






active

oldest

votes

















up vote
2
down vote



accepted










If we write down the series counting the number of elements at each level of the tree, then we get
$$ mboxNumber of elements = n = 1 + 2 + 4 + 8 + ... + k tag1$$
That is, at the first level, there is only one node, the root of the tree. At the second level are the root's two children. At the third, each of those two children's two children (making the total four at the third level). And so on until the last level, in which there are $k$ leaves of the tree.



$n$ is a finite geometric series whose first element is $a = 1$, ratio is $r = 2$. Using the formula for a geometric series, we get:
$$ n = fraca(1 - r^i)1 - r = 2^i - 1 $$
We seek $i$, which is the number of elements in the sequence given by $(1)$:
$$ n = 2^i - 1 Rightarrow i = lceillg(n + 1)rceil $$



This means there are $lceillg(n + 1)rceil$ levels in the tree, or $lceillg(n + 1)rceil$ terms in the series in $(1)$. The ceiling is required because nodes taking up part of a level warrant an extra count to the number of levels. We're interested in the height of the tree, not the number of levels. A keen observation will reveal that the height $h$ of a complete binary tree is one less than the number of levels. In other words, the height is the number of plus signs in $(1)$. So the height $h$ of a complete binary tree in terms of its $n$ elements is
$$ h(n) = lceillg(n + 1)rceil - 1 tag2$$



To show that $h(n) in Theta(lg(n))$, first note the ceiling function will not affect the asymptotic behavior of $h(n)$, so the rounding up will be ignored for the rest of the discussion.



$h(n)$ is in $Theta(lg(n))$ if
$$ exists n_0 in mathbbN,; c_1, c_2 in mathbbR,; c_1, c_2 > 0 : c_1 lg(n) le lg(n + 1) - 1 le c_2 lg(n), quad forall n ge n_0 tag3$$



For the lower bound, let $c_1 = frac12$. Then we have:
$$frac12lg(n) = lg(sqrtn) le lg(n + 1) - 1, quad forall n ge 1 tag4$$
In $(4)$, $n_0 = 1$.



For the upper bound, let $c_2 = 2$. We have:
$$2lg(n) = lg(n^2) ge lg(n + 1) - 1, quad forall n ge 1 tag5$$
where $n_0 = 1$ here too.



So, for $c_1 = frac12$, $c_2 = 2$, and $n_0 = 1$, $(3)$ holds. Therefore
$h(n) in Theta(lg(n))$.






share|cite|improve this answer




















  • @ladadhini I changes my accepted answer as it has proved it rigorously . Can you explain a little bit more why the ceiling is required ?I guess the ceiling is required when it is near complete binary tree and not a complete binary tree ? Thanks .
    – Geek
    Aug 10 '12 at 11:31











  • @Geek: Yes, you're on the right track, though a complete binary tree, despite its name, permits the last level to not be "full." The reason we must round up is the same reason we round up for the following situation: if a school bus has a capacity of 30 children, how many buses are need to transport 100 children?
    – ladaghini
    Aug 10 '12 at 12:54










  • I have posted another question related to this here . can you try to clear my doubts on that too ?
    – Geek
    Aug 10 '12 at 13:03

















up vote
3
down vote













Using induction one can prove that a full binary tree of height $h$ has $2^h-1$ elements. So you have $n=2^h-1$, i.e. $h=lg (n+1)=theta(lg n)$.






share|cite|improve this answer






















  • Shouldn't that be $2^h-1$?
    – Mike
    Aug 10 '12 at 9:17










  • @Mike the number of internal nodes in a complete binary tree is 2^h-1 .
    – Geek
    Aug 10 '12 at 9:21










  • @Mike Yeah you are correct, actually i was thiking $theta(2^h)$; anyway corrected it
    – pritam
    Aug 10 '12 at 9:27











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2 Answers
2






active

oldest

votes








2 Answers
2






active

oldest

votes









active

oldest

votes






active

oldest

votes








up vote
2
down vote



accepted










If we write down the series counting the number of elements at each level of the tree, then we get
$$ mboxNumber of elements = n = 1 + 2 + 4 + 8 + ... + k tag1$$
That is, at the first level, there is only one node, the root of the tree. At the second level are the root's two children. At the third, each of those two children's two children (making the total four at the third level). And so on until the last level, in which there are $k$ leaves of the tree.



$n$ is a finite geometric series whose first element is $a = 1$, ratio is $r = 2$. Using the formula for a geometric series, we get:
$$ n = fraca(1 - r^i)1 - r = 2^i - 1 $$
We seek $i$, which is the number of elements in the sequence given by $(1)$:
$$ n = 2^i - 1 Rightarrow i = lceillg(n + 1)rceil $$



This means there are $lceillg(n + 1)rceil$ levels in the tree, or $lceillg(n + 1)rceil$ terms in the series in $(1)$. The ceiling is required because nodes taking up part of a level warrant an extra count to the number of levels. We're interested in the height of the tree, not the number of levels. A keen observation will reveal that the height $h$ of a complete binary tree is one less than the number of levels. In other words, the height is the number of plus signs in $(1)$. So the height $h$ of a complete binary tree in terms of its $n$ elements is
$$ h(n) = lceillg(n + 1)rceil - 1 tag2$$



To show that $h(n) in Theta(lg(n))$, first note the ceiling function will not affect the asymptotic behavior of $h(n)$, so the rounding up will be ignored for the rest of the discussion.



$h(n)$ is in $Theta(lg(n))$ if
$$ exists n_0 in mathbbN,; c_1, c_2 in mathbbR,; c_1, c_2 > 0 : c_1 lg(n) le lg(n + 1) - 1 le c_2 lg(n), quad forall n ge n_0 tag3$$



For the lower bound, let $c_1 = frac12$. Then we have:
$$frac12lg(n) = lg(sqrtn) le lg(n + 1) - 1, quad forall n ge 1 tag4$$
In $(4)$, $n_0 = 1$.



For the upper bound, let $c_2 = 2$. We have:
$$2lg(n) = lg(n^2) ge lg(n + 1) - 1, quad forall n ge 1 tag5$$
where $n_0 = 1$ here too.



So, for $c_1 = frac12$, $c_2 = 2$, and $n_0 = 1$, $(3)$ holds. Therefore
$h(n) in Theta(lg(n))$.






share|cite|improve this answer




















  • @ladadhini I changes my accepted answer as it has proved it rigorously . Can you explain a little bit more why the ceiling is required ?I guess the ceiling is required when it is near complete binary tree and not a complete binary tree ? Thanks .
    – Geek
    Aug 10 '12 at 11:31











  • @Geek: Yes, you're on the right track, though a complete binary tree, despite its name, permits the last level to not be "full." The reason we must round up is the same reason we round up for the following situation: if a school bus has a capacity of 30 children, how many buses are need to transport 100 children?
    – ladaghini
    Aug 10 '12 at 12:54










  • I have posted another question related to this here . can you try to clear my doubts on that too ?
    – Geek
    Aug 10 '12 at 13:03














up vote
2
down vote



accepted










If we write down the series counting the number of elements at each level of the tree, then we get
$$ mboxNumber of elements = n = 1 + 2 + 4 + 8 + ... + k tag1$$
That is, at the first level, there is only one node, the root of the tree. At the second level are the root's two children. At the third, each of those two children's two children (making the total four at the third level). And so on until the last level, in which there are $k$ leaves of the tree.



$n$ is a finite geometric series whose first element is $a = 1$, ratio is $r = 2$. Using the formula for a geometric series, we get:
$$ n = fraca(1 - r^i)1 - r = 2^i - 1 $$
We seek $i$, which is the number of elements in the sequence given by $(1)$:
$$ n = 2^i - 1 Rightarrow i = lceillg(n + 1)rceil $$



This means there are $lceillg(n + 1)rceil$ levels in the tree, or $lceillg(n + 1)rceil$ terms in the series in $(1)$. The ceiling is required because nodes taking up part of a level warrant an extra count to the number of levels. We're interested in the height of the tree, not the number of levels. A keen observation will reveal that the height $h$ of a complete binary tree is one less than the number of levels. In other words, the height is the number of plus signs in $(1)$. So the height $h$ of a complete binary tree in terms of its $n$ elements is
$$ h(n) = lceillg(n + 1)rceil - 1 tag2$$



To show that $h(n) in Theta(lg(n))$, first note the ceiling function will not affect the asymptotic behavior of $h(n)$, so the rounding up will be ignored for the rest of the discussion.



$h(n)$ is in $Theta(lg(n))$ if
$$ exists n_0 in mathbbN,; c_1, c_2 in mathbbR,; c_1, c_2 > 0 : c_1 lg(n) le lg(n + 1) - 1 le c_2 lg(n), quad forall n ge n_0 tag3$$



For the lower bound, let $c_1 = frac12$. Then we have:
$$frac12lg(n) = lg(sqrtn) le lg(n + 1) - 1, quad forall n ge 1 tag4$$
In $(4)$, $n_0 = 1$.



For the upper bound, let $c_2 = 2$. We have:
$$2lg(n) = lg(n^2) ge lg(n + 1) - 1, quad forall n ge 1 tag5$$
where $n_0 = 1$ here too.



So, for $c_1 = frac12$, $c_2 = 2$, and $n_0 = 1$, $(3)$ holds. Therefore
$h(n) in Theta(lg(n))$.






share|cite|improve this answer




















  • @ladadhini I changes my accepted answer as it has proved it rigorously . Can you explain a little bit more why the ceiling is required ?I guess the ceiling is required when it is near complete binary tree and not a complete binary tree ? Thanks .
    – Geek
    Aug 10 '12 at 11:31











  • @Geek: Yes, you're on the right track, though a complete binary tree, despite its name, permits the last level to not be "full." The reason we must round up is the same reason we round up for the following situation: if a school bus has a capacity of 30 children, how many buses are need to transport 100 children?
    – ladaghini
    Aug 10 '12 at 12:54










  • I have posted another question related to this here . can you try to clear my doubts on that too ?
    – Geek
    Aug 10 '12 at 13:03












up vote
2
down vote



accepted







up vote
2
down vote



accepted






If we write down the series counting the number of elements at each level of the tree, then we get
$$ mboxNumber of elements = n = 1 + 2 + 4 + 8 + ... + k tag1$$
That is, at the first level, there is only one node, the root of the tree. At the second level are the root's two children. At the third, each of those two children's two children (making the total four at the third level). And so on until the last level, in which there are $k$ leaves of the tree.



$n$ is a finite geometric series whose first element is $a = 1$, ratio is $r = 2$. Using the formula for a geometric series, we get:
$$ n = fraca(1 - r^i)1 - r = 2^i - 1 $$
We seek $i$, which is the number of elements in the sequence given by $(1)$:
$$ n = 2^i - 1 Rightarrow i = lceillg(n + 1)rceil $$



This means there are $lceillg(n + 1)rceil$ levels in the tree, or $lceillg(n + 1)rceil$ terms in the series in $(1)$. The ceiling is required because nodes taking up part of a level warrant an extra count to the number of levels. We're interested in the height of the tree, not the number of levels. A keen observation will reveal that the height $h$ of a complete binary tree is one less than the number of levels. In other words, the height is the number of plus signs in $(1)$. So the height $h$ of a complete binary tree in terms of its $n$ elements is
$$ h(n) = lceillg(n + 1)rceil - 1 tag2$$



To show that $h(n) in Theta(lg(n))$, first note the ceiling function will not affect the asymptotic behavior of $h(n)$, so the rounding up will be ignored for the rest of the discussion.



$h(n)$ is in $Theta(lg(n))$ if
$$ exists n_0 in mathbbN,; c_1, c_2 in mathbbR,; c_1, c_2 > 0 : c_1 lg(n) le lg(n + 1) - 1 le c_2 lg(n), quad forall n ge n_0 tag3$$



For the lower bound, let $c_1 = frac12$. Then we have:
$$frac12lg(n) = lg(sqrtn) le lg(n + 1) - 1, quad forall n ge 1 tag4$$
In $(4)$, $n_0 = 1$.



For the upper bound, let $c_2 = 2$. We have:
$$2lg(n) = lg(n^2) ge lg(n + 1) - 1, quad forall n ge 1 tag5$$
where $n_0 = 1$ here too.



So, for $c_1 = frac12$, $c_2 = 2$, and $n_0 = 1$, $(3)$ holds. Therefore
$h(n) in Theta(lg(n))$.






share|cite|improve this answer












If we write down the series counting the number of elements at each level of the tree, then we get
$$ mboxNumber of elements = n = 1 + 2 + 4 + 8 + ... + k tag1$$
That is, at the first level, there is only one node, the root of the tree. At the second level are the root's two children. At the third, each of those two children's two children (making the total four at the third level). And so on until the last level, in which there are $k$ leaves of the tree.



$n$ is a finite geometric series whose first element is $a = 1$, ratio is $r = 2$. Using the formula for a geometric series, we get:
$$ n = fraca(1 - r^i)1 - r = 2^i - 1 $$
We seek $i$, which is the number of elements in the sequence given by $(1)$:
$$ n = 2^i - 1 Rightarrow i = lceillg(n + 1)rceil $$



This means there are $lceillg(n + 1)rceil$ levels in the tree, or $lceillg(n + 1)rceil$ terms in the series in $(1)$. The ceiling is required because nodes taking up part of a level warrant an extra count to the number of levels. We're interested in the height of the tree, not the number of levels. A keen observation will reveal that the height $h$ of a complete binary tree is one less than the number of levels. In other words, the height is the number of plus signs in $(1)$. So the height $h$ of a complete binary tree in terms of its $n$ elements is
$$ h(n) = lceillg(n + 1)rceil - 1 tag2$$



To show that $h(n) in Theta(lg(n))$, first note the ceiling function will not affect the asymptotic behavior of $h(n)$, so the rounding up will be ignored for the rest of the discussion.



$h(n)$ is in $Theta(lg(n))$ if
$$ exists n_0 in mathbbN,; c_1, c_2 in mathbbR,; c_1, c_2 > 0 : c_1 lg(n) le lg(n + 1) - 1 le c_2 lg(n), quad forall n ge n_0 tag3$$



For the lower bound, let $c_1 = frac12$. Then we have:
$$frac12lg(n) = lg(sqrtn) le lg(n + 1) - 1, quad forall n ge 1 tag4$$
In $(4)$, $n_0 = 1$.



For the upper bound, let $c_2 = 2$. We have:
$$2lg(n) = lg(n^2) ge lg(n + 1) - 1, quad forall n ge 1 tag5$$
where $n_0 = 1$ here too.



So, for $c_1 = frac12$, $c_2 = 2$, and $n_0 = 1$, $(3)$ holds. Therefore
$h(n) in Theta(lg(n))$.







share|cite|improve this answer












share|cite|improve this answer



share|cite|improve this answer










answered Aug 10 '12 at 11:26









ladaghini

48828




48828











  • @ladadhini I changes my accepted answer as it has proved it rigorously . Can you explain a little bit more why the ceiling is required ?I guess the ceiling is required when it is near complete binary tree and not a complete binary tree ? Thanks .
    – Geek
    Aug 10 '12 at 11:31











  • @Geek: Yes, you're on the right track, though a complete binary tree, despite its name, permits the last level to not be "full." The reason we must round up is the same reason we round up for the following situation: if a school bus has a capacity of 30 children, how many buses are need to transport 100 children?
    – ladaghini
    Aug 10 '12 at 12:54










  • I have posted another question related to this here . can you try to clear my doubts on that too ?
    – Geek
    Aug 10 '12 at 13:03
















  • @ladadhini I changes my accepted answer as it has proved it rigorously . Can you explain a little bit more why the ceiling is required ?I guess the ceiling is required when it is near complete binary tree and not a complete binary tree ? Thanks .
    – Geek
    Aug 10 '12 at 11:31











  • @Geek: Yes, you're on the right track, though a complete binary tree, despite its name, permits the last level to not be "full." The reason we must round up is the same reason we round up for the following situation: if a school bus has a capacity of 30 children, how many buses are need to transport 100 children?
    – ladaghini
    Aug 10 '12 at 12:54










  • I have posted another question related to this here . can you try to clear my doubts on that too ?
    – Geek
    Aug 10 '12 at 13:03















@ladadhini I changes my accepted answer as it has proved it rigorously . Can you explain a little bit more why the ceiling is required ?I guess the ceiling is required when it is near complete binary tree and not a complete binary tree ? Thanks .
– Geek
Aug 10 '12 at 11:31





@ladadhini I changes my accepted answer as it has proved it rigorously . Can you explain a little bit more why the ceiling is required ?I guess the ceiling is required when it is near complete binary tree and not a complete binary tree ? Thanks .
– Geek
Aug 10 '12 at 11:31













@Geek: Yes, you're on the right track, though a complete binary tree, despite its name, permits the last level to not be "full." The reason we must round up is the same reason we round up for the following situation: if a school bus has a capacity of 30 children, how many buses are need to transport 100 children?
– ladaghini
Aug 10 '12 at 12:54




@Geek: Yes, you're on the right track, though a complete binary tree, despite its name, permits the last level to not be "full." The reason we must round up is the same reason we round up for the following situation: if a school bus has a capacity of 30 children, how many buses are need to transport 100 children?
– ladaghini
Aug 10 '12 at 12:54












I have posted another question related to this here . can you try to clear my doubts on that too ?
– Geek
Aug 10 '12 at 13:03




I have posted another question related to this here . can you try to clear my doubts on that too ?
– Geek
Aug 10 '12 at 13:03










up vote
3
down vote













Using induction one can prove that a full binary tree of height $h$ has $2^h-1$ elements. So you have $n=2^h-1$, i.e. $h=lg (n+1)=theta(lg n)$.






share|cite|improve this answer






















  • Shouldn't that be $2^h-1$?
    – Mike
    Aug 10 '12 at 9:17










  • @Mike the number of internal nodes in a complete binary tree is 2^h-1 .
    – Geek
    Aug 10 '12 at 9:21










  • @Mike Yeah you are correct, actually i was thiking $theta(2^h)$; anyway corrected it
    – pritam
    Aug 10 '12 at 9:27















up vote
3
down vote













Using induction one can prove that a full binary tree of height $h$ has $2^h-1$ elements. So you have $n=2^h-1$, i.e. $h=lg (n+1)=theta(lg n)$.






share|cite|improve this answer






















  • Shouldn't that be $2^h-1$?
    – Mike
    Aug 10 '12 at 9:17










  • @Mike the number of internal nodes in a complete binary tree is 2^h-1 .
    – Geek
    Aug 10 '12 at 9:21










  • @Mike Yeah you are correct, actually i was thiking $theta(2^h)$; anyway corrected it
    – pritam
    Aug 10 '12 at 9:27













up vote
3
down vote










up vote
3
down vote









Using induction one can prove that a full binary tree of height $h$ has $2^h-1$ elements. So you have $n=2^h-1$, i.e. $h=lg (n+1)=theta(lg n)$.






share|cite|improve this answer














Using induction one can prove that a full binary tree of height $h$ has $2^h-1$ elements. So you have $n=2^h-1$, i.e. $h=lg (n+1)=theta(lg n)$.







share|cite|improve this answer














share|cite|improve this answer



share|cite|improve this answer








edited Aug 26 at 0:53









Oreo

33




33










answered Aug 10 '12 at 9:14









pritam

7,9611441




7,9611441











  • Shouldn't that be $2^h-1$?
    – Mike
    Aug 10 '12 at 9:17










  • @Mike the number of internal nodes in a complete binary tree is 2^h-1 .
    – Geek
    Aug 10 '12 at 9:21










  • @Mike Yeah you are correct, actually i was thiking $theta(2^h)$; anyway corrected it
    – pritam
    Aug 10 '12 at 9:27

















  • Shouldn't that be $2^h-1$?
    – Mike
    Aug 10 '12 at 9:17










  • @Mike the number of internal nodes in a complete binary tree is 2^h-1 .
    – Geek
    Aug 10 '12 at 9:21










  • @Mike Yeah you are correct, actually i was thiking $theta(2^h)$; anyway corrected it
    – pritam
    Aug 10 '12 at 9:27
















Shouldn't that be $2^h-1$?
– Mike
Aug 10 '12 at 9:17




Shouldn't that be $2^h-1$?
– Mike
Aug 10 '12 at 9:17












@Mike the number of internal nodes in a complete binary tree is 2^h-1 .
– Geek
Aug 10 '12 at 9:21




@Mike the number of internal nodes in a complete binary tree is 2^h-1 .
– Geek
Aug 10 '12 at 9:21












@Mike Yeah you are correct, actually i was thiking $theta(2^h)$; anyway corrected it
– pritam
Aug 10 '12 at 9:27





@Mike Yeah you are correct, actually i was thiking $theta(2^h)$; anyway corrected it
– pritam
Aug 10 '12 at 9:27


















 

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