Determine conditions on pn such that the probability that a random graph has at least one triangle goes to...
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I'm currently struggling with an exercise about random graphs where is requested to determine the conditions on $p_n$ such that the probability that $G(n, p_n)$ has at least one triangle goes to zero as $n → +∞$, also assuming that the probability that three vertices forms a triangle is $p_n^3$. I know I have to apply the first order method but I can't relate the theory with general properties.
triangles first-order-logic random-graphs
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add a comment |
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I'm currently struggling with an exercise about random graphs where is requested to determine the conditions on $p_n$ such that the probability that $G(n, p_n)$ has at least one triangle goes to zero as $n → +∞$, also assuming that the probability that three vertices forms a triangle is $p_n^3$. I know I have to apply the first order method but I can't relate the theory with general properties.
triangles first-order-logic random-graphs
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Is the step where you're getting stuck "how do I compute the expected number of triangles in $G(n,p$)"?
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– Misha Lavrov
Feb 3 at 0:36
add a comment |
$begingroup$
I'm currently struggling with an exercise about random graphs where is requested to determine the conditions on $p_n$ such that the probability that $G(n, p_n)$ has at least one triangle goes to zero as $n → +∞$, also assuming that the probability that three vertices forms a triangle is $p_n^3$. I know I have to apply the first order method but I can't relate the theory with general properties.
triangles first-order-logic random-graphs
$endgroup$
I'm currently struggling with an exercise about random graphs where is requested to determine the conditions on $p_n$ such that the probability that $G(n, p_n)$ has at least one triangle goes to zero as $n → +∞$, also assuming that the probability that three vertices forms a triangle is $p_n^3$. I know I have to apply the first order method but I can't relate the theory with general properties.
triangles first-order-logic random-graphs
triangles first-order-logic random-graphs
edited Feb 2 at 20:39
Rampa
asked Feb 2 at 20:31
RampaRampa
212
212
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Is the step where you're getting stuck "how do I compute the expected number of triangles in $G(n,p$)"?
$endgroup$
– Misha Lavrov
Feb 3 at 0:36
add a comment |
$begingroup$
Is the step where you're getting stuck "how do I compute the expected number of triangles in $G(n,p$)"?
$endgroup$
– Misha Lavrov
Feb 3 at 0:36
$begingroup$
Is the step where you're getting stuck "how do I compute the expected number of triangles in $G(n,p$)"?
$endgroup$
– Misha Lavrov
Feb 3 at 0:36
$begingroup$
Is the step where you're getting stuck "how do I compute the expected number of triangles in $G(n,p$)"?
$endgroup$
– Misha Lavrov
Feb 3 at 0:36
add a comment |
2 Answers
2
active
oldest
votes
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Let $T_n$ be the number of triangles in a $G(n,p_n)$ random graph. Then you should be able to get a formula for the expected number of triangles, $ET_n$. In order to ensure no triangles, or usually none, you should make (a) $ET _n$ large, or (b) $ET_n$ small.
Can you take it from there?
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No I'm sorry. I can't relate the definition of first order methods to what you have said, but probably it's my fault.
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– Rampa
Feb 2 at 21:44
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Is courses.cs.washington.edu/courses/cse525/13sp/scribe/lec9.pdf anything like what you know?
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– kimchi lover
Feb 3 at 2:05
add a comment |
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I don't know much about graph theory but you could work out the probability of that no triangle exists. Starting with one random point A and a random point B, the probability that no triangle exists of the form ABx is given by: $(1-p_n^3)^{n-2}$. Now pick a different point C and the probability that no triangle exists of the form ACx conditional on what we already know is given by $(1-p_n^3)^{n-3}$. Using this strategy you can calculate the probability of A not being in a triangle which will be of the order $(1-p_n^3)^{n^2}$. Can you continue?
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This is not an effective strategy, mainly because every single probability you've calculated is incorrect. (The probabilities of triangles of the form ABx appearing are not independent.)
$endgroup$
– Misha Lavrov
Feb 3 at 0:25
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Ah you're right of course. The probability of such a triangle is dependent on the existence of the edge AB. By conditioning on this event, we are still able to calculate this. It should be: $p_ncdotleft(1-(1-p_n^2)^{n-2}right) +(1-p_n)cdot0$. Thanks for finding the mistake. I think it is possible to work this out to the end. But since apparently in the second step the independence assumption is also not valid (sorry for that), it will definitely become more messy than I thought at first glance.
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– Stan Tendijck
Feb 3 at 20:51
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But I do agree since it becomes super messy, they way to go is to use the theory suggested by @kimchi lover.
$endgroup$
– Stan Tendijck
Feb 3 at 20:58
add a comment |
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2 Answers
2
active
oldest
votes
2 Answers
2
active
oldest
votes
active
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votes
active
oldest
votes
$begingroup$
Let $T_n$ be the number of triangles in a $G(n,p_n)$ random graph. Then you should be able to get a formula for the expected number of triangles, $ET_n$. In order to ensure no triangles, or usually none, you should make (a) $ET _n$ large, or (b) $ET_n$ small.
Can you take it from there?
$endgroup$
$begingroup$
No I'm sorry. I can't relate the definition of first order methods to what you have said, but probably it's my fault.
$endgroup$
– Rampa
Feb 2 at 21:44
$begingroup$
Is courses.cs.washington.edu/courses/cse525/13sp/scribe/lec9.pdf anything like what you know?
$endgroup$
– kimchi lover
Feb 3 at 2:05
add a comment |
$begingroup$
Let $T_n$ be the number of triangles in a $G(n,p_n)$ random graph. Then you should be able to get a formula for the expected number of triangles, $ET_n$. In order to ensure no triangles, or usually none, you should make (a) $ET _n$ large, or (b) $ET_n$ small.
Can you take it from there?
$endgroup$
$begingroup$
No I'm sorry. I can't relate the definition of first order methods to what you have said, but probably it's my fault.
$endgroup$
– Rampa
Feb 2 at 21:44
$begingroup$
Is courses.cs.washington.edu/courses/cse525/13sp/scribe/lec9.pdf anything like what you know?
$endgroup$
– kimchi lover
Feb 3 at 2:05
add a comment |
$begingroup$
Let $T_n$ be the number of triangles in a $G(n,p_n)$ random graph. Then you should be able to get a formula for the expected number of triangles, $ET_n$. In order to ensure no triangles, or usually none, you should make (a) $ET _n$ large, or (b) $ET_n$ small.
Can you take it from there?
$endgroup$
Let $T_n$ be the number of triangles in a $G(n,p_n)$ random graph. Then you should be able to get a formula for the expected number of triangles, $ET_n$. In order to ensure no triangles, or usually none, you should make (a) $ET _n$ large, or (b) $ET_n$ small.
Can you take it from there?
answered Feb 2 at 20:47
kimchi loverkimchi lover
11.8k31229
11.8k31229
$begingroup$
No I'm sorry. I can't relate the definition of first order methods to what you have said, but probably it's my fault.
$endgroup$
– Rampa
Feb 2 at 21:44
$begingroup$
Is courses.cs.washington.edu/courses/cse525/13sp/scribe/lec9.pdf anything like what you know?
$endgroup$
– kimchi lover
Feb 3 at 2:05
add a comment |
$begingroup$
No I'm sorry. I can't relate the definition of first order methods to what you have said, but probably it's my fault.
$endgroup$
– Rampa
Feb 2 at 21:44
$begingroup$
Is courses.cs.washington.edu/courses/cse525/13sp/scribe/lec9.pdf anything like what you know?
$endgroup$
– kimchi lover
Feb 3 at 2:05
$begingroup$
No I'm sorry. I can't relate the definition of first order methods to what you have said, but probably it's my fault.
$endgroup$
– Rampa
Feb 2 at 21:44
$begingroup$
No I'm sorry. I can't relate the definition of first order methods to what you have said, but probably it's my fault.
$endgroup$
– Rampa
Feb 2 at 21:44
$begingroup$
Is courses.cs.washington.edu/courses/cse525/13sp/scribe/lec9.pdf anything like what you know?
$endgroup$
– kimchi lover
Feb 3 at 2:05
$begingroup$
Is courses.cs.washington.edu/courses/cse525/13sp/scribe/lec9.pdf anything like what you know?
$endgroup$
– kimchi lover
Feb 3 at 2:05
add a comment |
$begingroup$
I don't know much about graph theory but you could work out the probability of that no triangle exists. Starting with one random point A and a random point B, the probability that no triangle exists of the form ABx is given by: $(1-p_n^3)^{n-2}$. Now pick a different point C and the probability that no triangle exists of the form ACx conditional on what we already know is given by $(1-p_n^3)^{n-3}$. Using this strategy you can calculate the probability of A not being in a triangle which will be of the order $(1-p_n^3)^{n^2}$. Can you continue?
$endgroup$
$begingroup$
This is not an effective strategy, mainly because every single probability you've calculated is incorrect. (The probabilities of triangles of the form ABx appearing are not independent.)
$endgroup$
– Misha Lavrov
Feb 3 at 0:25
$begingroup$
Ah you're right of course. The probability of such a triangle is dependent on the existence of the edge AB. By conditioning on this event, we are still able to calculate this. It should be: $p_ncdotleft(1-(1-p_n^2)^{n-2}right) +(1-p_n)cdot0$. Thanks for finding the mistake. I think it is possible to work this out to the end. But since apparently in the second step the independence assumption is also not valid (sorry for that), it will definitely become more messy than I thought at first glance.
$endgroup$
– Stan Tendijck
Feb 3 at 20:51
$begingroup$
But I do agree since it becomes super messy, they way to go is to use the theory suggested by @kimchi lover.
$endgroup$
– Stan Tendijck
Feb 3 at 20:58
add a comment |
$begingroup$
I don't know much about graph theory but you could work out the probability of that no triangle exists. Starting with one random point A and a random point B, the probability that no triangle exists of the form ABx is given by: $(1-p_n^3)^{n-2}$. Now pick a different point C and the probability that no triangle exists of the form ACx conditional on what we already know is given by $(1-p_n^3)^{n-3}$. Using this strategy you can calculate the probability of A not being in a triangle which will be of the order $(1-p_n^3)^{n^2}$. Can you continue?
$endgroup$
$begingroup$
This is not an effective strategy, mainly because every single probability you've calculated is incorrect. (The probabilities of triangles of the form ABx appearing are not independent.)
$endgroup$
– Misha Lavrov
Feb 3 at 0:25
$begingroup$
Ah you're right of course. The probability of such a triangle is dependent on the existence of the edge AB. By conditioning on this event, we are still able to calculate this. It should be: $p_ncdotleft(1-(1-p_n^2)^{n-2}right) +(1-p_n)cdot0$. Thanks for finding the mistake. I think it is possible to work this out to the end. But since apparently in the second step the independence assumption is also not valid (sorry for that), it will definitely become more messy than I thought at first glance.
$endgroup$
– Stan Tendijck
Feb 3 at 20:51
$begingroup$
But I do agree since it becomes super messy, they way to go is to use the theory suggested by @kimchi lover.
$endgroup$
– Stan Tendijck
Feb 3 at 20:58
add a comment |
$begingroup$
I don't know much about graph theory but you could work out the probability of that no triangle exists. Starting with one random point A and a random point B, the probability that no triangle exists of the form ABx is given by: $(1-p_n^3)^{n-2}$. Now pick a different point C and the probability that no triangle exists of the form ACx conditional on what we already know is given by $(1-p_n^3)^{n-3}$. Using this strategy you can calculate the probability of A not being in a triangle which will be of the order $(1-p_n^3)^{n^2}$. Can you continue?
$endgroup$
I don't know much about graph theory but you could work out the probability of that no triangle exists. Starting with one random point A and a random point B, the probability that no triangle exists of the form ABx is given by: $(1-p_n^3)^{n-2}$. Now pick a different point C and the probability that no triangle exists of the form ACx conditional on what we already know is given by $(1-p_n^3)^{n-3}$. Using this strategy you can calculate the probability of A not being in a triangle which will be of the order $(1-p_n^3)^{n^2}$. Can you continue?
answered Feb 2 at 20:49
Stan TendijckStan Tendijck
2,248415
2,248415
$begingroup$
This is not an effective strategy, mainly because every single probability you've calculated is incorrect. (The probabilities of triangles of the form ABx appearing are not independent.)
$endgroup$
– Misha Lavrov
Feb 3 at 0:25
$begingroup$
Ah you're right of course. The probability of such a triangle is dependent on the existence of the edge AB. By conditioning on this event, we are still able to calculate this. It should be: $p_ncdotleft(1-(1-p_n^2)^{n-2}right) +(1-p_n)cdot0$. Thanks for finding the mistake. I think it is possible to work this out to the end. But since apparently in the second step the independence assumption is also not valid (sorry for that), it will definitely become more messy than I thought at first glance.
$endgroup$
– Stan Tendijck
Feb 3 at 20:51
$begingroup$
But I do agree since it becomes super messy, they way to go is to use the theory suggested by @kimchi lover.
$endgroup$
– Stan Tendijck
Feb 3 at 20:58
add a comment |
$begingroup$
This is not an effective strategy, mainly because every single probability you've calculated is incorrect. (The probabilities of triangles of the form ABx appearing are not independent.)
$endgroup$
– Misha Lavrov
Feb 3 at 0:25
$begingroup$
Ah you're right of course. The probability of such a triangle is dependent on the existence of the edge AB. By conditioning on this event, we are still able to calculate this. It should be: $p_ncdotleft(1-(1-p_n^2)^{n-2}right) +(1-p_n)cdot0$. Thanks for finding the mistake. I think it is possible to work this out to the end. But since apparently in the second step the independence assumption is also not valid (sorry for that), it will definitely become more messy than I thought at first glance.
$endgroup$
– Stan Tendijck
Feb 3 at 20:51
$begingroup$
But I do agree since it becomes super messy, they way to go is to use the theory suggested by @kimchi lover.
$endgroup$
– Stan Tendijck
Feb 3 at 20:58
$begingroup$
This is not an effective strategy, mainly because every single probability you've calculated is incorrect. (The probabilities of triangles of the form ABx appearing are not independent.)
$endgroup$
– Misha Lavrov
Feb 3 at 0:25
$begingroup$
This is not an effective strategy, mainly because every single probability you've calculated is incorrect. (The probabilities of triangles of the form ABx appearing are not independent.)
$endgroup$
– Misha Lavrov
Feb 3 at 0:25
$begingroup$
Ah you're right of course. The probability of such a triangle is dependent on the existence of the edge AB. By conditioning on this event, we are still able to calculate this. It should be: $p_ncdotleft(1-(1-p_n^2)^{n-2}right) +(1-p_n)cdot0$. Thanks for finding the mistake. I think it is possible to work this out to the end. But since apparently in the second step the independence assumption is also not valid (sorry for that), it will definitely become more messy than I thought at first glance.
$endgroup$
– Stan Tendijck
Feb 3 at 20:51
$begingroup$
Ah you're right of course. The probability of such a triangle is dependent on the existence of the edge AB. By conditioning on this event, we are still able to calculate this. It should be: $p_ncdotleft(1-(1-p_n^2)^{n-2}right) +(1-p_n)cdot0$. Thanks for finding the mistake. I think it is possible to work this out to the end. But since apparently in the second step the independence assumption is also not valid (sorry for that), it will definitely become more messy than I thought at first glance.
$endgroup$
– Stan Tendijck
Feb 3 at 20:51
$begingroup$
But I do agree since it becomes super messy, they way to go is to use the theory suggested by @kimchi lover.
$endgroup$
– Stan Tendijck
Feb 3 at 20:58
$begingroup$
But I do agree since it becomes super messy, they way to go is to use the theory suggested by @kimchi lover.
$endgroup$
– Stan Tendijck
Feb 3 at 20:58
add a comment |
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$begingroup$
Is the step where you're getting stuck "how do I compute the expected number of triangles in $G(n,p$)"?
$endgroup$
– Misha Lavrov
Feb 3 at 0:36