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How can I prove limit of $n^k$ over $c^n$ is 0?


Prove that exponential functions grow faster than polynomialGeometric Mean limit of $ell_p$ norm of sumsLimit Proof QuestionProve that the following limit exists and find it!Limit property of a function: $lim_{p to 0} frac{w(c p)}{w(p)} in (0,infty)$Solving limit of radicals without L'Hopital $lim_{xto 64} dfrac{sqrt x - 8}{sqrt[3] x - 4} $Limit of infinity times zeroHow to prove $lim_{x to infty} frac{log(1+f(x))}{f(x)} = 1$ without using L'Hopital's rule?What is the limit of the indeterminate form of 1/0?Do we need the axiom of choice to prove L'Hopital's rule?Prove that $lim_{uto infty}{frac{u^m}{e^u}}=0$













-1












$begingroup$



How can I prove that
$$
lim_{n to infty}frac{n^k}{c^n}=0 ?
$$

I know it is true by intuition, but I do not know how to prove it.
Here $cgt1, kge1$.






BACKGROUND



I am learning time complexity theory and I couldn't find the proof of this in CLRS. It just shows that time complexity of $c^n$ is always greater than $n^k$. Therefore, I cannot understand the proof which uses derivatives like L'Hopital's rule.










share|cite|improve this question











$endgroup$








  • 2




    $begingroup$
    The way the topics are arranged in certain textbooks, the limit $lim_{n to infty}frac{n^k}{c^n} = 0$ is computed much before the derivative of $c^x$. If Privacy is using such a textbook, then answers using derivatives will not help him. This type of thing may be a reason not to answer such questions until the attempts are shown, telling us what the background of the asker is.
    $endgroup$
    – GEdgar
    Mar 20 at 0:42










  • $begingroup$
    @GEdgar I edited
    $endgroup$
    – Privacy of Animal
    Mar 20 at 1:34






  • 1




    $begingroup$
    This is due to exponential functions, with a base $c gt 1$, always eventually grow faster than any polynomial, e.g., $n^k$ in your case. This issue was asked in Prove that exponential functions grow faster than polynomial, with a fairly basic answer provided which doesn't use L'Hopital's rule or anything like that.
    $endgroup$
    – John Omielan
    Mar 20 at 2:58










  • $begingroup$
    What have you tried?
    $endgroup$
    – clathratus
    Mar 21 at 18:20
















-1












$begingroup$



How can I prove that
$$
lim_{n to infty}frac{n^k}{c^n}=0 ?
$$

I know it is true by intuition, but I do not know how to prove it.
Here $cgt1, kge1$.






BACKGROUND



I am learning time complexity theory and I couldn't find the proof of this in CLRS. It just shows that time complexity of $c^n$ is always greater than $n^k$. Therefore, I cannot understand the proof which uses derivatives like L'Hopital's rule.










share|cite|improve this question











$endgroup$








  • 2




    $begingroup$
    The way the topics are arranged in certain textbooks, the limit $lim_{n to infty}frac{n^k}{c^n} = 0$ is computed much before the derivative of $c^x$. If Privacy is using such a textbook, then answers using derivatives will not help him. This type of thing may be a reason not to answer such questions until the attempts are shown, telling us what the background of the asker is.
    $endgroup$
    – GEdgar
    Mar 20 at 0:42










  • $begingroup$
    @GEdgar I edited
    $endgroup$
    – Privacy of Animal
    Mar 20 at 1:34






  • 1




    $begingroup$
    This is due to exponential functions, with a base $c gt 1$, always eventually grow faster than any polynomial, e.g., $n^k$ in your case. This issue was asked in Prove that exponential functions grow faster than polynomial, with a fairly basic answer provided which doesn't use L'Hopital's rule or anything like that.
    $endgroup$
    – John Omielan
    Mar 20 at 2:58










  • $begingroup$
    What have you tried?
    $endgroup$
    – clathratus
    Mar 21 at 18:20














-1












-1








-1


0



$begingroup$



How can I prove that
$$
lim_{n to infty}frac{n^k}{c^n}=0 ?
$$

I know it is true by intuition, but I do not know how to prove it.
Here $cgt1, kge1$.






BACKGROUND



I am learning time complexity theory and I couldn't find the proof of this in CLRS. It just shows that time complexity of $c^n$ is always greater than $n^k$. Therefore, I cannot understand the proof which uses derivatives like L'Hopital's rule.










share|cite|improve this question











$endgroup$





How can I prove that
$$
lim_{n to infty}frac{n^k}{c^n}=0 ?
$$

I know it is true by intuition, but I do not know how to prove it.
Here $cgt1, kge1$.






BACKGROUND



I am learning time complexity theory and I couldn't find the proof of this in CLRS. It just shows that time complexity of $c^n$ is always greater than $n^k$. Therefore, I cannot understand the proof which uses derivatives like L'Hopital's rule.







limits limits-without-lhopital






share|cite|improve this question















share|cite|improve this question













share|cite|improve this question




share|cite|improve this question








edited Mar 21 at 18:07









Strants

5,80421736




5,80421736










asked Mar 20 at 0:21









Privacy of AnimalPrivacy of Animal

91




91








  • 2




    $begingroup$
    The way the topics are arranged in certain textbooks, the limit $lim_{n to infty}frac{n^k}{c^n} = 0$ is computed much before the derivative of $c^x$. If Privacy is using such a textbook, then answers using derivatives will not help him. This type of thing may be a reason not to answer such questions until the attempts are shown, telling us what the background of the asker is.
    $endgroup$
    – GEdgar
    Mar 20 at 0:42










  • $begingroup$
    @GEdgar I edited
    $endgroup$
    – Privacy of Animal
    Mar 20 at 1:34






  • 1




    $begingroup$
    This is due to exponential functions, with a base $c gt 1$, always eventually grow faster than any polynomial, e.g., $n^k$ in your case. This issue was asked in Prove that exponential functions grow faster than polynomial, with a fairly basic answer provided which doesn't use L'Hopital's rule or anything like that.
    $endgroup$
    – John Omielan
    Mar 20 at 2:58










  • $begingroup$
    What have you tried?
    $endgroup$
    – clathratus
    Mar 21 at 18:20














  • 2




    $begingroup$
    The way the topics are arranged in certain textbooks, the limit $lim_{n to infty}frac{n^k}{c^n} = 0$ is computed much before the derivative of $c^x$. If Privacy is using such a textbook, then answers using derivatives will not help him. This type of thing may be a reason not to answer such questions until the attempts are shown, telling us what the background of the asker is.
    $endgroup$
    – GEdgar
    Mar 20 at 0:42










  • $begingroup$
    @GEdgar I edited
    $endgroup$
    – Privacy of Animal
    Mar 20 at 1:34






  • 1




    $begingroup$
    This is due to exponential functions, with a base $c gt 1$, always eventually grow faster than any polynomial, e.g., $n^k$ in your case. This issue was asked in Prove that exponential functions grow faster than polynomial, with a fairly basic answer provided which doesn't use L'Hopital's rule or anything like that.
    $endgroup$
    – John Omielan
    Mar 20 at 2:58










  • $begingroup$
    What have you tried?
    $endgroup$
    – clathratus
    Mar 21 at 18:20








2




2




$begingroup$
The way the topics are arranged in certain textbooks, the limit $lim_{n to infty}frac{n^k}{c^n} = 0$ is computed much before the derivative of $c^x$. If Privacy is using such a textbook, then answers using derivatives will not help him. This type of thing may be a reason not to answer such questions until the attempts are shown, telling us what the background of the asker is.
$endgroup$
– GEdgar
Mar 20 at 0:42




$begingroup$
The way the topics are arranged in certain textbooks, the limit $lim_{n to infty}frac{n^k}{c^n} = 0$ is computed much before the derivative of $c^x$. If Privacy is using such a textbook, then answers using derivatives will not help him. This type of thing may be a reason not to answer such questions until the attempts are shown, telling us what the background of the asker is.
$endgroup$
– GEdgar
Mar 20 at 0:42












$begingroup$
@GEdgar I edited
$endgroup$
– Privacy of Animal
Mar 20 at 1:34




$begingroup$
@GEdgar I edited
$endgroup$
– Privacy of Animal
Mar 20 at 1:34




1




1




$begingroup$
This is due to exponential functions, with a base $c gt 1$, always eventually grow faster than any polynomial, e.g., $n^k$ in your case. This issue was asked in Prove that exponential functions grow faster than polynomial, with a fairly basic answer provided which doesn't use L'Hopital's rule or anything like that.
$endgroup$
– John Omielan
Mar 20 at 2:58




$begingroup$
This is due to exponential functions, with a base $c gt 1$, always eventually grow faster than any polynomial, e.g., $n^k$ in your case. This issue was asked in Prove that exponential functions grow faster than polynomial, with a fairly basic answer provided which doesn't use L'Hopital's rule or anything like that.
$endgroup$
– John Omielan
Mar 20 at 2:58












$begingroup$
What have you tried?
$endgroup$
– clathratus
Mar 21 at 18:20




$begingroup$
What have you tried?
$endgroup$
– clathratus
Mar 21 at 18:20










5 Answers
5






active

oldest

votes


















1












$begingroup$

You may proceed for example as follows:





  • $c > 1 Rightarrow c = 1+p$ with $p > 0$


The binomial formula gives for $n geq 1$





  • $c^n = (1+p)^n = sum_{i=0}^nbinom{n}{i}p^i Rightarrow c^n > binom{n}{i}p^i$ for each $i = 0,ldots , n$


Now, you can estimate as follows for $n > k$:



begin{eqnarray*} 0leq frac{n^k}{c^n}
& = & frac{n^k}{(1+p)^n}\
& < & frac{n^k}{binom{n}{k+1}p^{k+1}}\
& = & frac{n^kcdot (k+1)!}{underbrace{n(n-1)cdots (n-k+1)}_{k ; factors} cdot (n-k) cdot p^{k+1}} \
& < & frac{n^kcdot (k+1)!}{(n-k)^{k+1} cdot p^{k+1}}\
& = & frac{1}{n}cdot frac{(k+1)!}{(1-frac{k}{n})^{k+1} cdot p^{k+1}}\
& stackrel{n to infty}{longrightarrow} & 0 cdot frac{(k+1)!}{p^{k+1}} = 0
end{eqnarray*}






share|cite|improve this answer









$endgroup$





















    0












    $begingroup$

    Hint:



    Set $u_n= dfrac{n^k}{c^n}$ and calculate $;dfrac{u_{n+1}}{u_n}$ to find an upper bound of the ratio for $n$ large.






    share|cite|improve this answer









    $endgroup$





















      0












      $begingroup$

      L'Hôpital's rule, applied to this case, says that for $f(n) = n^k$ and $g(n) = c^n$, since $lim_{n to infty} f(n) = infty$ and $lim_{n to infty} g(n) = infty$ and both $f$ and $g$ are differentiable, then
      $$lim_{n to infty} frac{f(n)}{g(n)} = lim_{n to infty} frac{f'(n)}{g'(n)} . $$



      Thus, after applying L'Hôpital's rule $k$ times you get:
      $$lim_{n to infty} frac{k!}{(ln c)^k c^n} = 0 .$$






      share|cite|improve this answer









      $endgroup$





















        0












        $begingroup$

        Without loss of generality, let $k$ be an integer (or take $k$ to be floor[$k+1$]. Apply L'Hopital's rule $k$ times:



        $displaystyle lim_{n rightarrow infty } frac{n^k}{c^n} = lim_{nrightarrow infty }frac{k!}{(ln c)^k c^n} = 0.$






        share|cite|improve this answer











        $endgroup$





















          0












          $begingroup$

          Two hints/ideas: try Stolz-Cesaro or consider the series with your expression as general term. If converges, the g.t. -> 0.






          share|cite|improve this answer









          $endgroup$














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            5 Answers
            5






            active

            oldest

            votes








            5 Answers
            5






            active

            oldest

            votes









            active

            oldest

            votes






            active

            oldest

            votes









            1












            $begingroup$

            You may proceed for example as follows:





            • $c > 1 Rightarrow c = 1+p$ with $p > 0$


            The binomial formula gives for $n geq 1$





            • $c^n = (1+p)^n = sum_{i=0}^nbinom{n}{i}p^i Rightarrow c^n > binom{n}{i}p^i$ for each $i = 0,ldots , n$


            Now, you can estimate as follows for $n > k$:



            begin{eqnarray*} 0leq frac{n^k}{c^n}
            & = & frac{n^k}{(1+p)^n}\
            & < & frac{n^k}{binom{n}{k+1}p^{k+1}}\
            & = & frac{n^kcdot (k+1)!}{underbrace{n(n-1)cdots (n-k+1)}_{k ; factors} cdot (n-k) cdot p^{k+1}} \
            & < & frac{n^kcdot (k+1)!}{(n-k)^{k+1} cdot p^{k+1}}\
            & = & frac{1}{n}cdot frac{(k+1)!}{(1-frac{k}{n})^{k+1} cdot p^{k+1}}\
            & stackrel{n to infty}{longrightarrow} & 0 cdot frac{(k+1)!}{p^{k+1}} = 0
            end{eqnarray*}






            share|cite|improve this answer









            $endgroup$


















              1












              $begingroup$

              You may proceed for example as follows:





              • $c > 1 Rightarrow c = 1+p$ with $p > 0$


              The binomial formula gives for $n geq 1$





              • $c^n = (1+p)^n = sum_{i=0}^nbinom{n}{i}p^i Rightarrow c^n > binom{n}{i}p^i$ for each $i = 0,ldots , n$


              Now, you can estimate as follows for $n > k$:



              begin{eqnarray*} 0leq frac{n^k}{c^n}
              & = & frac{n^k}{(1+p)^n}\
              & < & frac{n^k}{binom{n}{k+1}p^{k+1}}\
              & = & frac{n^kcdot (k+1)!}{underbrace{n(n-1)cdots (n-k+1)}_{k ; factors} cdot (n-k) cdot p^{k+1}} \
              & < & frac{n^kcdot (k+1)!}{(n-k)^{k+1} cdot p^{k+1}}\
              & = & frac{1}{n}cdot frac{(k+1)!}{(1-frac{k}{n})^{k+1} cdot p^{k+1}}\
              & stackrel{n to infty}{longrightarrow} & 0 cdot frac{(k+1)!}{p^{k+1}} = 0
              end{eqnarray*}






              share|cite|improve this answer









              $endgroup$
















                1












                1








                1





                $begingroup$

                You may proceed for example as follows:





                • $c > 1 Rightarrow c = 1+p$ with $p > 0$


                The binomial formula gives for $n geq 1$





                • $c^n = (1+p)^n = sum_{i=0}^nbinom{n}{i}p^i Rightarrow c^n > binom{n}{i}p^i$ for each $i = 0,ldots , n$


                Now, you can estimate as follows for $n > k$:



                begin{eqnarray*} 0leq frac{n^k}{c^n}
                & = & frac{n^k}{(1+p)^n}\
                & < & frac{n^k}{binom{n}{k+1}p^{k+1}}\
                & = & frac{n^kcdot (k+1)!}{underbrace{n(n-1)cdots (n-k+1)}_{k ; factors} cdot (n-k) cdot p^{k+1}} \
                & < & frac{n^kcdot (k+1)!}{(n-k)^{k+1} cdot p^{k+1}}\
                & = & frac{1}{n}cdot frac{(k+1)!}{(1-frac{k}{n})^{k+1} cdot p^{k+1}}\
                & stackrel{n to infty}{longrightarrow} & 0 cdot frac{(k+1)!}{p^{k+1}} = 0
                end{eqnarray*}






                share|cite|improve this answer









                $endgroup$



                You may proceed for example as follows:





                • $c > 1 Rightarrow c = 1+p$ with $p > 0$


                The binomial formula gives for $n geq 1$





                • $c^n = (1+p)^n = sum_{i=0}^nbinom{n}{i}p^i Rightarrow c^n > binom{n}{i}p^i$ for each $i = 0,ldots , n$


                Now, you can estimate as follows for $n > k$:



                begin{eqnarray*} 0leq frac{n^k}{c^n}
                & = & frac{n^k}{(1+p)^n}\
                & < & frac{n^k}{binom{n}{k+1}p^{k+1}}\
                & = & frac{n^kcdot (k+1)!}{underbrace{n(n-1)cdots (n-k+1)}_{k ; factors} cdot (n-k) cdot p^{k+1}} \
                & < & frac{n^kcdot (k+1)!}{(n-k)^{k+1} cdot p^{k+1}}\
                & = & frac{1}{n}cdot frac{(k+1)!}{(1-frac{k}{n})^{k+1} cdot p^{k+1}}\
                & stackrel{n to infty}{longrightarrow} & 0 cdot frac{(k+1)!}{p^{k+1}} = 0
                end{eqnarray*}







                share|cite|improve this answer












                share|cite|improve this answer



                share|cite|improve this answer










                answered Mar 20 at 5:37









                trancelocationtrancelocation

                13.6k1829




                13.6k1829























                    0












                    $begingroup$

                    Hint:



                    Set $u_n= dfrac{n^k}{c^n}$ and calculate $;dfrac{u_{n+1}}{u_n}$ to find an upper bound of the ratio for $n$ large.






                    share|cite|improve this answer









                    $endgroup$


















                      0












                      $begingroup$

                      Hint:



                      Set $u_n= dfrac{n^k}{c^n}$ and calculate $;dfrac{u_{n+1}}{u_n}$ to find an upper bound of the ratio for $n$ large.






                      share|cite|improve this answer









                      $endgroup$
















                        0












                        0








                        0





                        $begingroup$

                        Hint:



                        Set $u_n= dfrac{n^k}{c^n}$ and calculate $;dfrac{u_{n+1}}{u_n}$ to find an upper bound of the ratio for $n$ large.






                        share|cite|improve this answer









                        $endgroup$



                        Hint:



                        Set $u_n= dfrac{n^k}{c^n}$ and calculate $;dfrac{u_{n+1}}{u_n}$ to find an upper bound of the ratio for $n$ large.







                        share|cite|improve this answer












                        share|cite|improve this answer



                        share|cite|improve this answer










                        answered Mar 20 at 0:32









                        BernardBernard

                        124k741116




                        124k741116























                            0












                            $begingroup$

                            L'Hôpital's rule, applied to this case, says that for $f(n) = n^k$ and $g(n) = c^n$, since $lim_{n to infty} f(n) = infty$ and $lim_{n to infty} g(n) = infty$ and both $f$ and $g$ are differentiable, then
                            $$lim_{n to infty} frac{f(n)}{g(n)} = lim_{n to infty} frac{f'(n)}{g'(n)} . $$



                            Thus, after applying L'Hôpital's rule $k$ times you get:
                            $$lim_{n to infty} frac{k!}{(ln c)^k c^n} = 0 .$$






                            share|cite|improve this answer









                            $endgroup$


















                              0












                              $begingroup$

                              L'Hôpital's rule, applied to this case, says that for $f(n) = n^k$ and $g(n) = c^n$, since $lim_{n to infty} f(n) = infty$ and $lim_{n to infty} g(n) = infty$ and both $f$ and $g$ are differentiable, then
                              $$lim_{n to infty} frac{f(n)}{g(n)} = lim_{n to infty} frac{f'(n)}{g'(n)} . $$



                              Thus, after applying L'Hôpital's rule $k$ times you get:
                              $$lim_{n to infty} frac{k!}{(ln c)^k c^n} = 0 .$$






                              share|cite|improve this answer









                              $endgroup$
















                                0












                                0








                                0





                                $begingroup$

                                L'Hôpital's rule, applied to this case, says that for $f(n) = n^k$ and $g(n) = c^n$, since $lim_{n to infty} f(n) = infty$ and $lim_{n to infty} g(n) = infty$ and both $f$ and $g$ are differentiable, then
                                $$lim_{n to infty} frac{f(n)}{g(n)} = lim_{n to infty} frac{f'(n)}{g'(n)} . $$



                                Thus, after applying L'Hôpital's rule $k$ times you get:
                                $$lim_{n to infty} frac{k!}{(ln c)^k c^n} = 0 .$$






                                share|cite|improve this answer









                                $endgroup$



                                L'Hôpital's rule, applied to this case, says that for $f(n) = n^k$ and $g(n) = c^n$, since $lim_{n to infty} f(n) = infty$ and $lim_{n to infty} g(n) = infty$ and both $f$ and $g$ are differentiable, then
                                $$lim_{n to infty} frac{f(n)}{g(n)} = lim_{n to infty} frac{f'(n)}{g'(n)} . $$



                                Thus, after applying L'Hôpital's rule $k$ times you get:
                                $$lim_{n to infty} frac{k!}{(ln c)^k c^n} = 0 .$$







                                share|cite|improve this answer












                                share|cite|improve this answer



                                share|cite|improve this answer










                                answered Mar 20 at 0:34









                                ErtxiemErtxiem

                                661112




                                661112























                                    0












                                    $begingroup$

                                    Without loss of generality, let $k$ be an integer (or take $k$ to be floor[$k+1$]. Apply L'Hopital's rule $k$ times:



                                    $displaystyle lim_{n rightarrow infty } frac{n^k}{c^n} = lim_{nrightarrow infty }frac{k!}{(ln c)^k c^n} = 0.$






                                    share|cite|improve this answer











                                    $endgroup$


















                                      0












                                      $begingroup$

                                      Without loss of generality, let $k$ be an integer (or take $k$ to be floor[$k+1$]. Apply L'Hopital's rule $k$ times:



                                      $displaystyle lim_{n rightarrow infty } frac{n^k}{c^n} = lim_{nrightarrow infty }frac{k!}{(ln c)^k c^n} = 0.$






                                      share|cite|improve this answer











                                      $endgroup$
















                                        0












                                        0








                                        0





                                        $begingroup$

                                        Without loss of generality, let $k$ be an integer (or take $k$ to be floor[$k+1$]. Apply L'Hopital's rule $k$ times:



                                        $displaystyle lim_{n rightarrow infty } frac{n^k}{c^n} = lim_{nrightarrow infty }frac{k!}{(ln c)^k c^n} = 0.$






                                        share|cite|improve this answer











                                        $endgroup$



                                        Without loss of generality, let $k$ be an integer (or take $k$ to be floor[$k+1$]. Apply L'Hopital's rule $k$ times:



                                        $displaystyle lim_{n rightarrow infty } frac{n^k}{c^n} = lim_{nrightarrow infty }frac{k!}{(ln c)^k c^n} = 0.$







                                        share|cite|improve this answer














                                        share|cite|improve this answer



                                        share|cite|improve this answer








                                        edited Mar 20 at 0:45

























                                        answered Mar 20 at 0:31









                                        mjwmjw

                                        2437




                                        2437























                                            0












                                            $begingroup$

                                            Two hints/ideas: try Stolz-Cesaro or consider the series with your expression as general term. If converges, the g.t. -> 0.






                                            share|cite|improve this answer









                                            $endgroup$


















                                              0












                                              $begingroup$

                                              Two hints/ideas: try Stolz-Cesaro or consider the series with your expression as general term. If converges, the g.t. -> 0.






                                              share|cite|improve this answer









                                              $endgroup$
















                                                0












                                                0








                                                0





                                                $begingroup$

                                                Two hints/ideas: try Stolz-Cesaro or consider the series with your expression as general term. If converges, the g.t. -> 0.






                                                share|cite|improve this answer









                                                $endgroup$



                                                Two hints/ideas: try Stolz-Cesaro or consider the series with your expression as general term. If converges, the g.t. -> 0.







                                                share|cite|improve this answer












                                                share|cite|improve this answer



                                                share|cite|improve this answer










                                                answered Mar 20 at 5:56









                                                Martín-Blas Pérez PinillaMartín-Blas Pérez Pinilla

                                                35.2k42971




                                                35.2k42971






























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