Tuesday, August 5, 2025

Propositional Logic Proof Cost Analysis

Propositional Logic Proof Cost Analysis

Evaluating space and time complexity in formal proofs with rule efficiency metrics

Proof Comparison

We compare a 10-line proof against a 15-line proof using different inference rules:

10-Line Proof (Efficient)
1. Premise P → Q
2. Premise Q → R
3. HS (1,2) P → R
4. Premise P ∨ S
5. Absorption P → P
6. Premise ¬S
7. DS (4,6) P
8. MP (3,7) R
9. Addition R ∨ T
10. Conclusion R ∨ T
15-Line Proof (Inefficient)
1. Premise P → Q
2. Premise Q → R
3. LEM P ∨ ¬P
4. Case 1 Assume P
5. MP (1,4) Q
6. MP (2,5) R
7. Addition R ∨ T
8. Case 2 Assume ¬P
9. Premise P ∨ S
10. DS (9,8) S
11. Premise ¬S
12. Contradiction
13. Ex Falso R ∨ T
14. Case Close R ∨ T
15. Conclusion R ∨ T

Rule Efficiency Analysis

Space-Time Cost Evaluation

Metric Space Cost Time Cost
Definition Memory/storage requirements (proof length) Computational steps (rule applications)
Measurement • Lines in proof
• Symbol complexity per line
• Primitive inferences
• Search operations
Comparison 10-line proof wins Depends on rule complexity

Rule Characteristics

Rule Space Cost Time Cost Efficiency
Hypothetical Syllogism (HS) Low Low Optimal for chaining
Addition Moderate-High Low Can bloat proof
Law of Excluded Middle (LEM) High High Case splitting doubles work
Absorption Low Low Space-saving
Substitution Variable Variable Pattern matching cost

Cost Visualization

Space-Time Efficiency

Rule Application Frequency

Redundancy Check

flowchart TD subgraph YourRules[Your Rules] HS[Hypothetical Syllogism] -->|Derivable from MP| Core Addition -->|Often avoidable| Core LEM[Law of Excluded Middle] -->|Classical only| Core Absorption -->|Compression rule| Space end Core[Modus Ponens + Axioms] --> Minimal Space[Space-saving rules] --> Practical

Redundancy Analysis

Rule Redundant? Recommendation
Hypothetical Syllogism No Keep for compact chains
Addition Situationally Use sparingly
LEM No (classical) Avoid when possible
Absorption Situationally Use for downstream steps
Substitution No Optimize implementation

Conclusions & Recommendations

Proof Efficiency Findings

  • The 10-line proof is more space-efficient than the 15-line version
  • LEM significantly increases time cost due to case splitting
  • HS and Absorption provide space-time tradeoffs that benefit most proofs
  • Addition should be used judiciously as it can bloat proofs unnecessarily

Optimization Strategies

  • Replace LEM with direct proofs when possible
  • Use HS for implication chains to reduce line count
  • Apply Absorption only when needed for downstream steps
  • Minimize Addition - only use when necessary for conclusion
  • Implement efficient substitution with pattern sharing

Verification Protocol

  • Expand to primitive rules (MP + axioms) for step comparison
  • Calculate inference density (conclusions per line)
  • Profile worst-case branching factor
  • Compare with alternative methods (natural deduction, tableaux)
  • Benchmark against minimal proof lengths

Propositional Logic Proof Cost Analysis | Created with HTML, CSS, JavaScript, Chart.js and Mermaid

Note: Proof efficiency depends on both rule selection and proof strategy

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