Property-Based Testing

11.

Advanced Topics

11.1.

Metamorphic Testing

11.1.1.

Metamorphic Relations

11.1.1.1.

11.1.1.2.

Relation Discovery

11.1.1.3.

Relation Validation

11.1.2.

Application Domains

11.1.2.1.

Scientific Computing

11.1.2.2.

Machine Learning

11.1.2.3.

Optimization Problems

11.1.3.

Implementation Strategies

11.1.3.1.

Relation Encoding

11.1.3.2.

Test Case Generation

11.1.3.3.

Result Verification

11.2.

Model-Based Testing Integration

11.2.1.

Model-Based Testing Concepts

11.2.1.1.

11.2.1.2.

Test Generation

11.2.1.3.

Coverage Criteria

11.2.2.

Integration Approaches

11.2.2.1.

Model-Driven Generation

11.2.2.2.

Property-Based Validation

11.2.2.3.

Hybrid Strategies

11.2.3.

Benefits and Challenges

11.2.3.1.

Increased Automation

11.2.3.2.

Model Maintenance

11.2.3.3.

Complexity Management

11.3.

Concurrency Testing

11.3.1.

Concurrent System Challenges

11.3.1.1.

Race Conditions

11.3.1.2.

11.3.1.3.

Liveness Properties

11.3.2.

Property-Based Approaches

11.3.2.1.

Linearizability Testing

11.3.2.2.

Sequential Consistency

11.3.2.3.

Eventual Consistency

11.3.3.

Implementation Techniques

11.3.3.1.

Interleaving Generation

11.3.3.2.

Happens-Before Relations

11.3.3.3.

Conflict Detection

11.4.

Performance Property Testing

11.4.1.

Performance Properties

11.4.1.1.

Time Complexity

11.4.1.2.

Space Complexity

11.4.1.3.

Throughput Properties

11.4.2.

Measurement Strategies

11.4.2.1.

Timing Measurements

11.4.2.2.

Resource Monitoring

11.4.2.3.

Statistical Analysis

11.4.3.

Challenges and Solutions

11.4.3.1.

Measurement Noise

11.4.3.2.

Environment Variability

11.4.3.3.

Reproducibility

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10. Tools and Frameworks

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1. Introduction to Property-Based Testing