Why does a Turing machine take $n^k$ steps for computing an input?












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I was reading about Cook's Theorem for Turing machine. In its proof, it is said that the Turing machine would take at most $n^k$ steps (where $k$ is an integer and $k > 0$) to compute an input of length $n$.



This is probably assuming that the Turing machine does halt for the given input. It further says that we as there are at most $n^k$ steps, we don't need an infinite tape. A tape with $n^k$ elements is sufficient as the turning machine would not travel more than that.



Why do we say the Turing Machine needs at most $n^k$ steps?










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    $begingroup$


    I was reading about Cook's Theorem for Turing machine. In its proof, it is said that the Turing machine would take at most $n^k$ steps (where $k$ is an integer and $k > 0$) to compute an input of length $n$.



    This is probably assuming that the Turing machine does halt for the given input. It further says that we as there are at most $n^k$ steps, we don't need an infinite tape. A tape with $n^k$ elements is sufficient as the turning machine would not travel more than that.



    Why do we say the Turing Machine needs at most $n^k$ steps?










    share|cite|improve this question











    $endgroup$















      0












      0








      0





      $begingroup$


      I was reading about Cook's Theorem for Turing machine. In its proof, it is said that the Turing machine would take at most $n^k$ steps (where $k$ is an integer and $k > 0$) to compute an input of length $n$.



      This is probably assuming that the Turing machine does halt for the given input. It further says that we as there are at most $n^k$ steps, we don't need an infinite tape. A tape with $n^k$ elements is sufficient as the turning machine would not travel more than that.



      Why do we say the Turing Machine needs at most $n^k$ steps?










      share|cite|improve this question











      $endgroup$




      I was reading about Cook's Theorem for Turing machine. In its proof, it is said that the Turing machine would take at most $n^k$ steps (where $k$ is an integer and $k > 0$) to compute an input of length $n$.



      This is probably assuming that the Turing machine does halt for the given input. It further says that we as there are at most $n^k$ steps, we don't need an infinite tape. A tape with $n^k$ elements is sufficient as the turning machine would not travel more than that.



      Why do we say the Turing Machine needs at most $n^k$ steps?







      turing-machines






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      edited Dec 17 '18 at 5:21









      Hans Hüttel

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      3,1972921










      asked Dec 17 '18 at 5:06









      Sukumar GaonkarSukumar Gaonkar

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          $begingroup$

          Cook's Theorem is a theorem in the theory of computational complexity. Here, we are only interested in Turing machines whose time complexity is well-defined. This can only be the case for Turing machines that always halt.



          Cook's Theorem states that the language



          $$mathrm{SAT} = { langle phi rangle mid phi ; text{is a satisfiable formula in propositional logic}}$$



          is NP-complete. To show this, we must show that for any language $L in mathrm{NP}$, $L$ polynomial-time reduces to $mathrm{SAT}$.



          But since $L in mathrm{NP}$, we know that there exists a nondeterministic Turing machine $M$ that decides $L$ and has polynomial time complexity. That is, we know there exists a $k > 0$ such that $M$ will never use more than $n^k$ steps for any input of size $k$. Within $n^k$ steps, $M$ can only visit $n^k$ cells on its tape.






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            1 Answer
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            1












            $begingroup$

            Cook's Theorem is a theorem in the theory of computational complexity. Here, we are only interested in Turing machines whose time complexity is well-defined. This can only be the case for Turing machines that always halt.



            Cook's Theorem states that the language



            $$mathrm{SAT} = { langle phi rangle mid phi ; text{is a satisfiable formula in propositional logic}}$$



            is NP-complete. To show this, we must show that for any language $L in mathrm{NP}$, $L$ polynomial-time reduces to $mathrm{SAT}$.



            But since $L in mathrm{NP}$, we know that there exists a nondeterministic Turing machine $M$ that decides $L$ and has polynomial time complexity. That is, we know there exists a $k > 0$ such that $M$ will never use more than $n^k$ steps for any input of size $k$. Within $n^k$ steps, $M$ can only visit $n^k$ cells on its tape.






            share|cite|improve this answer









            $endgroup$


















              1












              $begingroup$

              Cook's Theorem is a theorem in the theory of computational complexity. Here, we are only interested in Turing machines whose time complexity is well-defined. This can only be the case for Turing machines that always halt.



              Cook's Theorem states that the language



              $$mathrm{SAT} = { langle phi rangle mid phi ; text{is a satisfiable formula in propositional logic}}$$



              is NP-complete. To show this, we must show that for any language $L in mathrm{NP}$, $L$ polynomial-time reduces to $mathrm{SAT}$.



              But since $L in mathrm{NP}$, we know that there exists a nondeterministic Turing machine $M$ that decides $L$ and has polynomial time complexity. That is, we know there exists a $k > 0$ such that $M$ will never use more than $n^k$ steps for any input of size $k$. Within $n^k$ steps, $M$ can only visit $n^k$ cells on its tape.






              share|cite|improve this answer









              $endgroup$
















                1












                1








                1





                $begingroup$

                Cook's Theorem is a theorem in the theory of computational complexity. Here, we are only interested in Turing machines whose time complexity is well-defined. This can only be the case for Turing machines that always halt.



                Cook's Theorem states that the language



                $$mathrm{SAT} = { langle phi rangle mid phi ; text{is a satisfiable formula in propositional logic}}$$



                is NP-complete. To show this, we must show that for any language $L in mathrm{NP}$, $L$ polynomial-time reduces to $mathrm{SAT}$.



                But since $L in mathrm{NP}$, we know that there exists a nondeterministic Turing machine $M$ that decides $L$ and has polynomial time complexity. That is, we know there exists a $k > 0$ such that $M$ will never use more than $n^k$ steps for any input of size $k$. Within $n^k$ steps, $M$ can only visit $n^k$ cells on its tape.






                share|cite|improve this answer









                $endgroup$



                Cook's Theorem is a theorem in the theory of computational complexity. Here, we are only interested in Turing machines whose time complexity is well-defined. This can only be the case for Turing machines that always halt.



                Cook's Theorem states that the language



                $$mathrm{SAT} = { langle phi rangle mid phi ; text{is a satisfiable formula in propositional logic}}$$



                is NP-complete. To show this, we must show that for any language $L in mathrm{NP}$, $L$ polynomial-time reduces to $mathrm{SAT}$.



                But since $L in mathrm{NP}$, we know that there exists a nondeterministic Turing machine $M$ that decides $L$ and has polynomial time complexity. That is, we know there exists a $k > 0$ such that $M$ will never use more than $n^k$ steps for any input of size $k$. Within $n^k$ steps, $M$ can only visit $n^k$ cells on its tape.







                share|cite|improve this answer












                share|cite|improve this answer



                share|cite|improve this answer










                answered Dec 17 '18 at 5:27









                Hans HüttelHans Hüttel

                3,1972921




                3,1972921






























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