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Can the 0^n1^n (balanced parentheses) problem be decided in linear time O(n) with a multi tape state machine?

by Ihor Halanyuk / Wednesday, 18 October 2023 / Published in Cybersecurity, EITC/IS/CCTF Computational Complexity Theory Fundamentals, Complexity, Computing an algorithm's runtime

The problem 0^n1^n, also known as the balanced parentheses problem, refers to the task of determining whether a given string consists of an equal number of 0s followed by an equal number of 1s. In the context of computational complexity theory, the question is whether this problem can be decided in linear time O(n) using a multi-tape state machine.

To answer this question, let us first define what a multi-tape state machine is. A multi-tape state machine is a theoretical model of computation that consists of multiple tapes, each of which can read and write symbols independently. The machine transitions between states based on the current symbol being read and the current state it is in. The goal is to determine whether the machine can solve a given problem within a certain time complexity.

In the case of the problem 0^n1^n, the input is a string of 0s and 1s, and the goal is to determine if the number of 0s is equal to the number of 1s. One possible approach using a multi-tape state machine is to scan the input string from left to right using two tapes. The first tape would keep track of the number of 0s encountered, and the second tape would keep track of the number of 1s encountered.

The machine would start in an initial state and transition to different states based on the current symbol being read and the current state it is in. For example, if the current symbol is 0 and the current state indicates that the number of 0s encountered so far is less than the number of 1s encountered, the machine would transition to a state indicating an imbalance. Similarly, if the current symbol is 1 and the current state indicates that the number of 1s encountered so far is less than the number of 0s encountered, the machine would also transition to a state indicating an imbalance.

At the end of scanning the input string, the machine would check if the number of 0s and 1s encountered are equal. If they are equal, the machine would transition to an accepting state, indicating that the input string is balanced. Otherwise, it would transition to a rejecting state, indicating that the input string is not balanced.

Now, to analyze the time complexity of this approach, we need to consider the worst-case scenario. In the worst case, the input string consists of n 0s followed by n 1s. In this case, the machine would need to scan the entire input string, performing constant-time operations for each symbol encountered. Therefore, the time complexity of this approach is O(n), as the number of operations performed by the machine is directly proportional to the length of the input string.

Therefore the problem 0^n1^n can indeed be decided in linear time O(n) using a multi-tape state machine. By scanning the input string from left to right and keeping track of the number of 0s and 1s encountered, the machine can determine if the string is balanced or not in linear time. This approach demonstrates the power of multi-tape state machines in solving certain computational problems efficiently.

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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: Computing an algorithm's runtime (go to related topic)
Tagged under: Balanced Parentheses Problem, Computational Complexity Theory, Cybersecurity, Linear Time Complexity, Multi-tape State Machine
Home » Complexity / Computing an algorithm's runtime / Cybersecurity / EITC/IS/CCTF Computational Complexity Theory Fundamentals » Can the 0^n1^n (balanced parentheses) problem be decided in linear time O(n) with a multi tape state machine?

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