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Reductions
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Problem is reduced to problem
If we can solve problem then we can solve problem
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Definition: Language is reduced to language There is a computable function (reduction) such that:
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Recall: Computable function : There is a deterministic Turing machine which for any string computes
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Theorem: If: a: Language is reduced to b: Language is decidable Then: is decidable Proof: Basic idea: Build the decider for using the decider for
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Decider for Reduction compute Decider for END OF PROOF Input string
YES Input string YES accept accept compute Decider for (halt) (halt) NO NO reject reject (halt) (halt) END OF PROOF
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Example: is reduced to:
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We only need to construct:
Turing Machine for reduction DFA
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Let be the language of DFA
Turing Machine for reduction DFA construct DFA by combining and so that:
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Decider for Reduction Input string YES compute YES Decider NO NO
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If: a: Language is reduced to b: Language is undecidable
Theorem (version 1): If: a: Language is reduced to b: Language is undecidable Then: is undecidable (this is the negation of the previous theorem) Proof: Suppose is decidable Using the decider for build the decider for Contradiction!
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If is decidable then we can build:
Decider for Reduction YES Input string YES accept accept compute Decider for (halt) (halt) NO NO reject reject (halt) (halt) CONTRADICTION! END OF PROOF
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Observation: In order to prove that some language is undecidable we only need to reduce a known undecidable language to
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State-entry problem Input: Turing Machine State String Question: Does enter state while processing input string ? Corresponding language:
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Theorem: is undecidable (state-entry problem is unsolvable) Proof: Reduce (halting problem) to (state-entry problem)
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Decider for Reduction Compute Decider Given the reduction,
Halting Problem Decider Decider for state-entry problem decider Reduction YES YES Compute Decider NO NO Given the reduction, if is decidable, then is decidable A contradiction! since is undecidable
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We only need to build the reduction:
Compute So that:
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Construct from : special halt state halting states A transition for every unused tape symbol of
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special halt state halting states halts halts on state
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Therefore: halts on input halts on state on input Equivalently:
END OF PROOF
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Blank-tape halting problem
Input: Turing Machine Question: Does halt when started with a blank tape? Corresponding language:
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Theorem: is undecidable Proof: Reduce (halting problem) to
(blank-tape halting problem is unsolvable) Proof: Reduce (halting problem) to (blank-tape problem)
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Decider for Reduction Compute Decider Given the reduction,
Halting Problem Decider Decider for blank-tape problem decider Reduction YES YES Compute Decider NO NO Given the reduction, If is decidable, then is decidable A contradiction! since is undecidable
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We only need to build the reduction:
Compute So that:
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Construct from : no yes Run with input If halts then halt
Tape is blank? yes Run Write on tape with input If halts then halt
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halts when started on blank tape
no Tape is blank? yes Run Write on tape with input halts on input halts when started on blank tape
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halts when started on blank tape
halts on input halts when started on blank tape Equivalently: END OF PROOF
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Theorem (version 2): If: a: Language is reduced to b: Language is undecidable Then: is undecidable Proof: Suppose is decidable Then is decidable Using the decider for build the decider for Contradiction!
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Suppose is decidable reject Decider for (halt) accept (halt)
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Suppose is decidable Then is decidable Decider for Decider for
(we have proven this in previous class) Decider for NO YES reject accept Decider for (halt) (halt) YES NO accept reject (halt) (halt)
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If is decidable then we can build:
Decider for Reduction YES Input string YES accept accept compute Decider for (halt) (halt) NO NO reject reject (halt) (halt) CONTRADICTION!
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Alternatively: Decider for Reduction compute Decider for
NO Input string YES reject accept compute Decider for (halt) (halt) YES NO accept reject (halt) (halt) CONTRADICTION! END OF PROOF
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that some language is undecidable we only need to reduce some
Observation: In order to prove that some language is undecidable we only need to reduce some known undecidable language to or to (theorem version 1) (theorem version 2)
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Undecidable Problems for Turing Recognizable languages
Let be a Turing-acceptable language is empty? is regular? has size 2? All these are undecidable problems
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Let be a Turing-acceptable language
is empty? is regular? has size 2?
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Empty language problem
Input: Turing Machine Question: Is empty? Corresponding language:
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(empty language problem)
Theorem: is undecidable (empty-language problem is unsolvable) Proof: Reduce (membership problem) to (empty language problem)
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Decider for Reduction Compute Decider Given the reduction,
membership problem decider Decider for empty problem decider Reduction YES YES Compute Decider NO NO Given the reduction, if is decidable, then is decidable A contradiction! since is undecidable
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We only need to build the reduction:
Compute So that:
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Construct from : Tape of input string yes write skip input run on tape
on input yes If accepts ? then accept
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Tape of yes write skip input run on tape string on input If accepts ?
then accept
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Tape of yes write skip input run on tape string on input If accepts ?
then accept
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During this phase this area is not touched
working area of skip input string write on tape run on input yes If accepts ? then accept
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Simply check if entered an accept state
altered skip input string write on tape run on input yes If accepts ? then accept
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Now check input string yes write skip input run on tape string
on input yes If accepts ? then accept
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The only possible accepted string
t r o y skip input string write on tape run on input yes If accepts ? then accept
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yes accepts does not accept write skip input run on tape string
on input yes If accepts ? then accept
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Therefore: accepts Equivalently: END OF PROOF
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Let be a Turing-acceptable language
is empty? is regular? has size 2?
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Regular language problem
Input: Turing Machine Question: Is a regular language? Corresponding language:
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(regular language problem)
Theorem: is undecidable (regular language problem is unsolvable) Proof: Reduce (membership problem) to (regular language problem)
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Decider for Reduction Compute Decider Given the reduction,
membership problem decider Decider for regular problem decider Reduction YES YES Compute Decider NO NO Given the reduction, If is decidable, then is decidable A contradiction! since is undecidable
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We only need to build the reduction:
Compute So that:
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Construct from : Tape of input string yes write skip input run on tape
on input yes If has the form accepts ? then accept
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yes not regular accepts does not accept regular write skip input run
string write on tape run on input yes If has the form accepts ? then accept
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Therefore: accepts is not regular Equivalently: END OF PROOF
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Let be a Turing-acceptable language
is empty? is regular? has size 2?
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Corresponding language:
Size2 language problem Input: Turing Machine Question: Does have size 2? (accepts exactly two strings?) Corresponding language:
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(size 2 language problem)
Theorem: is undecidable (regular language problem is unsolvable) Proof: Reduce (membership problem) to (size 2 language problem)
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Decider for Reduction Compute Decider Given the reduction,
membership problem decider Decider for size2 problem decider Reduction YES YES Compute Decider NO NO Given the reduction, If is decidable, then is decidable A contradiction! since is undecidable
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We only need to build the reduction:
Compute So that:
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Construct from : Tape of input string yes write skip input run on tape
on input yes If accepts ? then accept
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yes 2 strings accepts does not accept 0 strings write skip input run
on tape run on input yes If accepts ? then accept
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Therefore: accepts has size 2 Equivalently: END OF PROOF
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RICE’s Theorem Undecidable problems: is empty? is regular? has size 2? This can be generalized to all non-trivial properties of Turing-acceptable languages
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Non-trivial property:
A property possessed by some Turing-acceptable languages but not all Example: : is empty? YES NO NO
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More examples of non-trivial properties:
: is regular? YES YES NO : has size 2? NO NO YES
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Trivial property: A property possessed by ALL Turing-acceptable languages Examples: : has size at least 0? True for all languages : is accepted by some Turing machine? True for all Turing-acceptable languages
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We can describe a property as the set
of languages that possess the property If language has property then Example: : is empty? YES NO NO
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Example: Suppose alphabet is : has size 1? NO YES NO NO
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Non-trivial property problem
Input: Turing Machine Question: Does have the non-trivial property ? Corresponding language:
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Rice’s Theorem: is undecidable Proof: Reduce (membership problem) to
(the non-trivial property problem is unsolvable) Proof: Reduce (membership problem) to or
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We examine two cases: Case 1: Examples: : is empty? : is regular? Case 2: Example: : has size 2?
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Case 1: Since is non-trivial, there is a Turing-acceptable language
such that: Let be the Turing machine that accepts
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Reduce (membership problem) to
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Decider for Reduction Compute Decider Given the reduction,
membership problem decider Decider for Non-trivial property problem decider Reduction YES YES Compute Decider NO NO Given the reduction, if is decidable, then is decidable A contradiction! since is undecidable
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We only need to build the reduction:
Compute So that:
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Construct from : Tape of input string yes write skip input run on tape
on input If yes accepts ? then accept
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For this phase we can run machine that accepts , with input string
skip input string write on tape run on input If yes accepts ? then accept
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yes accepts does not accept write skip input run on tape string
on input If yes accepts ? then accept
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Therefore: accepts Equivalently:
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Case 2: Since is non-trivial, there is a Turing-acceptable language
such that: Let be the Turing machine that accepts
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Reduce (membership problem) to
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Decider for Reduction Compute Decider Given the reduction,
membership problem decider Decider for Non-trivial property problem decider Reduction YES YES Compute Decider NO NO Given the reduction, if is decidable, then is decidable A contradiction! since is undecidable
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We only need to build the reduction:
Compute So that:
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Construct from : Tape of input string yes write skip input run on tape
on input If yes accepts ? then accept
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yes accepts does not accept write skip input run on tape string
on input If yes accepts ? then accept
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Therefore: accepts Equivalently: END OF PROOF
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This Summary is an Online Content from this Book: Michael Sipser, Introduction to the Theory of Computation, 2ndEdition It is edited for Computation Theory Course by: T.Mariah Sami Khayat Teacher Adam University College For Contacting: Kingdom of Saudi Arabia Ministry of Education Umm AlQura University Adam University College Computer Science Department المملكة العربية السعودية وزارة التعليم جامعة أم القرى الكلية الجامعية أضم قسم الحاسب الآلي
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