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How can a polynomial time verifier be converted into an equivalent non-deterministic Turing machine?

by EITCA Academy / Thursday, 03 August 2023 / Published in Cybersecurity, EITC/IS/CCTF Computational Complexity Theory Fundamentals, Complexity, Definition of NP and polynomial verifiability, Examination review

A polynomial time verifier can be converted into an equivalent non-deterministic Turing machine by constructing a machine that can guess the proof certificate and verify it in polynomial time. This conversion is based on the concept of non-deterministic computation, which allows the machine to explore all possible paths simultaneously.

To understand this conversion, let's first define what a polynomial time verifier is. In computational complexity theory, a polynomial time verifier is a deterministic Turing machine that can verify the correctness of a solution to a decision problem in polynomial time. It takes two inputs: the problem instance and a proof certificate, and determines whether the certificate is a valid proof for the given instance.

Now, to convert a polynomial time verifier into an equivalent non-deterministic Turing machine, we need to consider the properties of non-deterministic computation. In a non-deterministic Turing machine, at each step, the machine can be in multiple states and can transition to multiple states simultaneously. This allows the machine to explore all possible paths of computation in parallel.

To convert the verifier, we can construct a non-deterministic Turing machine that guesses the proof certificate and then simulates the verifier on all possible paths. If any of the paths accept, then the non-deterministic machine accepts. Otherwise, it rejects.

Let's illustrate this with an example. Suppose we have a polynomial time verifier for the problem of graph coloring. The verifier takes as input a graph and a coloring of its vertices, and it checks whether the coloring is valid by verifying that no adjacent vertices have the same color.

To convert this verifier into a non-deterministic Turing machine, we construct a machine that guesses a coloring and then simulates the verifier on all possible colorings simultaneously. If any of the colorings satisfy the coloring constraints, then the non-deterministic machine accepts. Otherwise, it rejects.

In this example, the non-deterministic machine would guess a coloring by assigning colors to the vertices in parallel. It would then simulate the verifier on each of the possible colorings, checking whether the coloring is valid. If any of the simulations accept, then the non-deterministic machine accepts.

By using this conversion, we can see that a polynomial time verifier can be converted into an equivalent non-deterministic Turing machine. This conversion allows us to analyze the complexity of problems in the class NP (non-deterministic polynomial time) by considering the existence of polynomial time verifiers.

A polynomial time verifier can be converted into an equivalent non-deterministic Turing machine by constructing a machine that guesses the proof certificate and verifies it on all possible paths simultaneously. This conversion allows us to analyze the complexity of problems in the class NP.

Other recent questions and answers regarding Complexity:

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View more questions and answers in Complexity

More questions and answers:

  • Field: Cybersecurity
  • Programme: EITC/IS/CCTF Computational Complexity Theory Fundamentals (go to the certification programme)
  • Lesson: Complexity (go to related lesson)
  • Topic: Definition of NP and polynomial verifiability (go to related topic)
  • Examination review
Tagged under: Cybersecurity
Home » Complexity / Cybersecurity / Definition of NP and polynomial verifiability / EITC/IS/CCTF Computational Complexity Theory Fundamentals / Examination review » How can a polynomial time verifier be converted into an equivalent non-deterministic Turing machine?

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