Benchmarks and Convergence

Empirical benchmarks comparing runtime, swap evaluations, memory footprint, and scaling behavior.

Benchmarking CLARANS vs. FastCLARANS Convergence Speed

Benchmarking CLARANS vs. FastCLARANS Convergence Speed

Runtime Scaling vs. Dataset Size (num_local=2)

Runtime Scaling vs. Dataset Size (num_local=2)

Side-by-Side Comparison: CLARANS, FastCLARANS, and K-Means

Side-by-Side Comparison: CLARANS, FastCLARANS, and K-Means

Parameter Sensitivity: num_local vs. max_neighbors

Parameter Sensitivity: num_local vs. max_neighbors

Monitoring Search Progress and Restart Convergence Trajectories

Monitoring Search Progress and Restart Convergence Trajectories

Comparing Cost Evaluation Strategies: Delta vs. Brute-Force

Comparing Cost Evaluation Strategies: Delta vs. Brute-Force