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Why is the assumption of the existence of a decider for the empty language problem contradicted by the construction of a decider for the acceptance problem?

by EITCA Academy / Thursday, 03 August 2023 / Published in Cybersecurity, EITC/IS/CCTF Computational Complexity Theory Fundamentals, Decidability, Does a TM accept any string?, Examination review

The assumption of the existence of a decider for the empty language problem is contradicted by the construction of a decider for the acceptance problem in the field of computational complexity theory. To understand why this assumption is contradicted, it is important to consider the nature of these two problems and their relationship to Turing machines.

A Turing machine (TM) is a theoretical model of computation that consists of a tape divided into cells, a read/write head, and a control unit. The control unit moves the head along the tape, reads the symbol on the current cell, and based on a set of predefined rules, determines the next action to take. A TM can be represented as a state transition diagram, where each state corresponds to a different configuration of the machine.

The acceptance problem for a TM is defined as follows: Given a TM M and an input string w, does M accept w? In other words, we want to determine whether M, when started on input w, eventually enters an accepting state. This problem is decidable because we can construct a decider for it. A decider is a TM that halts and gives the correct answer for every input.

On the other hand, the empty language problem for a TM is defined as follows: Given a TM M, does M accept any string? In other words, we want to determine whether there exists at least one input string that M accepts. This problem is undecidable, meaning that no decider can exist for it.

To prove the undecidability of the empty language problem, we can use a technique called diagonalization. Assume, for the sake of contradiction, that there exists a decider D for the empty language problem. We can then construct a new TM N that takes its own description as input and simulates D on this description. If D accepts the description of N, then N rejects its input; otherwise, N accepts its input. Now, let's consider what happens when N is given its own description as input. If N accepts its input, then according to its construction, it should reject its input. Conversely, if N rejects its input, then according to its construction, it should accept its input. This creates a contradiction, proving that the assumption of the existence of a decider for the empty language problem is false.

The assumption of the existence of a decider for the empty language problem is contradicted by the construction of a decider for the acceptance problem. The acceptance problem is decidable, as we can construct a decider for it, while the empty language problem is undecidable, as no decider can exist for it.

Other recent questions and answers regarding Examination review:

  • What are the two steps involved in the algorithm for deciding the acceptance problem of Turing machines, and how do they contribute to the proof of undecidability?
  • Describe the algorithm that decides the acceptance problem for Turing machines, and how it is used to construct a decider for the empty language problem.
  • Explain the proof of undecidability for the empty language problem using the technique of reduction.
  • What is the empty language problem in the context of cybersecurity, and why is it considered a fundamental question in the field?

More questions and answers:

  • Field: Cybersecurity
  • Programme: EITC/IS/CCTF Computational Complexity Theory Fundamentals (go to the certification programme)
  • Lesson: Decidability (go to related lesson)
  • Topic: Does a TM accept any string? (go to related topic)
  • Examination review
Tagged under: Acceptance Problem, Computational Complexity Theory, Cybersecurity, Decidability, Empty Language Problem, Turing Machine
Home » Cybersecurity » EITC/IS/CCTF Computational Complexity Theory Fundamentals » Decidability » Does a TM accept any string? » Examination review » » Why is the assumption of the existence of a decider for the empty language problem contradicted by the construction of a decider for the acceptance problem?

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