Questions and Answers
What is the main importance of the concept of completeness?
To ensure that every tautology can be proved within the system
What is the condition for a logical calculus to be considered complete?
If every tautology can be proved within the system
Why does the resolution rule terminate for propositional logic?
Because the number of clauses is finite
What is the satisfiability problem (SAT) in propositional logic?
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What is the Hilbert calculus used for in propositional logic?
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What is the significance of the P = NP-problem?
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What is the main characteristic of NP-complete problems?
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What is the relationship between a proposition being a tautology and being non-satisfiable?
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What is the significance of completeness in propositional logic?
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What is the significance of soundness in a logical calculus?
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What is true about a logical calculus that is semantically complete?
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What is the resolution rule used for in propositional logic?
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What is the limitation of the theorem on completeness of logical calculus for propositional logic?
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What is the characteristic of the runtime of algorithms for NP-complete problems?
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What is the relationship between the number of propositional variables and the number of possible clauses in the resolution rule?
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What is the significance of propositional logic in programming?
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What is the property of soundness in a logical calculus?
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What is the main difference between the resolution rule and the Hilbert calculus?
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What is the significance of the number of propositional variables in the resolution rule?
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What is the relationship between the completeness of a logical calculus and the soundness of a logical calculus?
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Study Notes
Introduction to Propositional Logic
- Propositional logic is a subfield of mathematical logic that investigates how to utilize the structure of known propositions to derive new and valid facts and propositions.
- It provides the basis for the formulation of conditions that are often used in programming.
Basic Concepts
- Propositional logic studies how to reason about the truth of propositions.
- It includes assessing how the truth of one proposition relates to the truth of another.
- A proposition is a statement that can be assigned a truth value (true or false).
Propositional Variables
- A propositional variable is a statement that can be assigned a truth value.
- Examples of propositional variables: "London is the capital of the United Kingdom", "It is raining", etc.
- A sentence that cannot be assigned a truth value is not a propositional variable (e.g., questions, commands).
Boolean Operators
- NOT (¬): inverts the truth value of a proposition
- AND (∧): connects two propositions, evaluates to true if both propositions are true
- OR (∨): connects two propositions, evaluates to true if at least one proposition is true
- IF-THEN (): implies that one proposition is true if another is true
- IF-AND-ONLY-IF (): indicates that two propositions have the same truth value
Truth Tables
- A truth table lists all possible combinations of truth values of propositional variables and the corresponding truth values of the entire proposition.
- Used to define and illustrate the behavior of Boolean operators.
Complete Basis
- A set of Boolean operators is a complete basis if every other Boolean operator can be expressed using elements of the set.
- OR and NOT form a complete basis, as do NAND and NOR.
Propositional Logic as a Language
- Propositional logic can be understood as a formal language with its own syntax and semantics.
- The language includes propositional variables, Boolean operators, and logical constants (true and false).
Calculation Rules and Normal Forms
- Propositional logic has various transformation rules, such as the idempotent law, commutative law, associative law, absorption law, and distributive law.
- De Morgan's laws allow for the resolution of negated brackets and the transformation of AND-connectives into OR-connectives.
- Normal forms, such as disjunctive normal form (DNF) and conjunctive normal form (CNF), provide standardized ways of describing propositions.- Propositional Logic*
Idempotent Law
- Can be applied to remove duplicates of a literal from a proposition without changing its meaning
- If a literal appears more than once with the same sign, it can be simplified
DNF (Disjunctive Normal Form) and CNF (Conjunctive Normal Form)
- Every proposition can be transformed into DNF or CNF using transformation laws
- Truth tables can be used to transform arbitrary propositions into normal form
- Example of a proposition in normal form is shown in Table 7
Proofs
- Transformation laws can be used to deduce new formulas from existing ones
- A formal system consists of axioms and rules to infer new formulas
- Hilbert calculus is a logical calculus that consists of axioms and transformation laws
- Truth tables can be used to prove formulas
- Symbol ⊢ is used to indicate that a formula can be derived in a given logical calculus
Interpretation and Satisfiability
- An interpretation assigns a truth value to each propositional variable
- A formula is true under an interpretation if and only if it is satisfied by that interpretation
- A formula is satisfiable if it is true under at least one interpretation
- A formula is falsifiable if it is false under at least one interpretation
- A formula is tautology if it is true under all interpretations
- A formula is non-satisfiable if it is false under all interpretations
Three-Valued Logic
- In three-valued logic, a proposition can have three truth values: true, false, and undefined
- In Java, there are two variants of conjunction and disjunction: bitwise and Boolean
- Short evaluation versus strict interpretation in three-valued logic
Proof by Contradiction and Resolution
- Proof by contradiction is a proof method that assumes the negation of a proposition and derives a contradiction
- Resolution is a method of automated theorem proving
- Resolution rule can be automated and is used in programming languages like Prolog
- Resolution can be used to check whether a propositional formula is a tautology
Soundness and Completeness
-
Soundness of a logical calculus means that every formula that can be deduced in the system is a tautology
-
Completeness of a logical calculus means that every tautology can be proved within the system
-
The calculi of truth tables, Hilbert calculus, and resolution rule are sound and complete for propositional logic### Propositional Logic and Satisfiability
-
Satisfiability and tautology are distinct attributes, but closely related concepts.
-
A proposition is a tautology if its negation is non-satisfiable.
Complexity Theory and NP-Complete Problems
- The SAT problem is a famous NP-complete problem in complexity theory.
- Algorithms are classified based on their runtime growth in relation to input variables.
- No efficient algorithms are known for NP-complete problems, meaning their runtime cannot be bounded by a polynomial in the number of input variables.
- The existence of efficient algorithms for NP-complete problems is related to the "P = NP" problem, a famous open problem in mathematics and computer science.
Propositional Logic
- Propositional logic is a subfield of mathematical logic that studies the structure of statements to derive new and valid statements.
- It forms the basis for formulating and evaluating conditions important in programming.
Logical Deduction Systems
- There are several formal deduction systems, known as logical calculus, to evaluate propositions, including:
- Truth tables
- The Hilbert calculus with axioms and deduction laws
- The resolution rule
- These logical systems are sound, meaning all derived formulas are valid under all interpretations.
- The three logical calculi are also complete, meaning every tautology can be derived within the system.
Introduction to Propositional Logic
- Propositional logic is a subfield of mathematical logic that investigates how to utilize the structure of known propositions to derive new and valid facts and propositions.
- It provides the basis for the formulation of conditions that are often used in programming.
Basic Concepts
- Propositional logic studies how to reason about the truth of propositions.
- It includes assessing how the truth of one proposition relates to the truth of another.
- A proposition is a statement that can be assigned a truth value (true or false).
Propositional Variables
- A propositional variable is a statement that can be assigned a truth value.
- Examples of propositional variables: "London is the capital of the United Kingdom", "It is raining", etc.
- A sentence that cannot be assigned a truth value is not a propositional variable (e.g., questions, commands).
Boolean Operators
- NOT (¬): inverts the truth value of a proposition
- AND (∧): connects two propositions, evaluates to true if both propositions are true
- OR (∨): connects two propositions, evaluates to true if at least one proposition is true
- IF-THEN (): implies that one proposition is true if another is true
- IF-AND-ONLY-IF (): indicates that two propositions have the same truth value
Truth Tables
- A truth table lists all possible combinations of truth values of propositional variables and the corresponding truth values of the entire proposition.
- Used to define and illustrate the behavior of Boolean operators.
Complete Basis
- A set of Boolean operators is a complete basis if every other Boolean operator can be expressed using elements of the set.
- OR and NOT form a complete basis, as do NAND and NOR.
Propositional Logic as a Language
- Propositional logic can be understood as a formal language with its own syntax and semantics.
- The language includes propositional variables, Boolean operators, and logical constants (true and false).
Calculation Rules and Normal Forms
- Propositional logic has various transformation rules, such as the idempotent law, commutative law, associative law, absorption law, and distributive law.
- De Morgan's laws allow for the resolution of negated brackets and the transformation of AND-connectives into OR-connectives.
- Normal forms, such as disjunctive normal form (DNF) and conjunctive normal form (CNF), provide standardized ways of describing propositions.- Propositional Logic*
Idempotent Law
- Can be applied to remove duplicates of a literal from a proposition without changing its meaning
- If a literal appears more than once with the same sign, it can be simplified
DNF (Disjunctive Normal Form) and CNF (Conjunctive Normal Form)
- Every proposition can be transformed into DNF or CNF using transformation laws
- Truth tables can be used to transform arbitrary propositions into normal form
- Example of a proposition in normal form is shown in Table 7
Proofs
- Transformation laws can be used to deduce new formulas from existing ones
- A formal system consists of axioms and rules to infer new formulas
- Hilbert calculus is a logical calculus that consists of axioms and transformation laws
- Truth tables can be used to prove formulas
- Symbol ⊢ is used to indicate that a formula can be derived in a given logical calculus
Interpretation and Satisfiability
- An interpretation assigns a truth value to each propositional variable
- A formula is true under an interpretation if and only if it is satisfied by that interpretation
- A formula is satisfiable if it is true under at least one interpretation
- A formula is falsifiable if it is false under at least one interpretation
- A formula is tautology if it is true under all interpretations
- A formula is non-satisfiable if it is false under all interpretations
Three-Valued Logic
- In three-valued logic, a proposition can have three truth values: true, false, and undefined
- In Java, there are two variants of conjunction and disjunction: bitwise and Boolean
- Short evaluation versus strict interpretation in three-valued logic
Proof by Contradiction and Resolution
- Proof by contradiction is a proof method that assumes the negation of a proposition and derives a contradiction
- Resolution is a method of automated theorem proving
- Resolution rule can be automated and is used in programming languages like Prolog
- Resolution can be used to check whether a propositional formula is a tautology
Soundness and Completeness
-
Soundness of a logical calculus means that every formula that can be deduced in the system is a tautology
-
Completeness of a logical calculus means that every tautology can be proved within the system
-
The calculi of truth tables, Hilbert calculus, and resolution rule are sound and complete for propositional logic### Propositional Logic and Satisfiability
-
Satisfiability and tautology are distinct attributes, but closely related concepts.
-
A proposition is a tautology if its negation is non-satisfiable.
Complexity Theory and NP-Complete Problems
- The SAT problem is a famous NP-complete problem in complexity theory.
- Algorithms are classified based on their runtime growth in relation to input variables.
- No efficient algorithms are known for NP-complete problems, meaning their runtime cannot be bounded by a polynomial in the number of input variables.
- The existence of efficient algorithms for NP-complete problems is related to the "P = NP" problem, a famous open problem in mathematics and computer science.
Propositional Logic
- Propositional logic is a subfield of mathematical logic that studies the structure of statements to derive new and valid statements.
- It forms the basis for formulating and evaluating conditions important in programming.
Logical Deduction Systems
- There are several formal deduction systems, known as logical calculus, to evaluate propositions, including:
- Truth tables
- The Hilbert calculus with axioms and deduction laws
- The resolution rule
- These logical systems are sound, meaning all derived formulas are valid under all interpretations.
- The three logical calculi are also complete, meaning every tautology can be derived within the system.
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