hdbscan_paper

Source files and notebooks for a paper on accelerating HDBSCAN*.

Name		Name	Last commit message	Last commit date
Latest commit History 16 Commits
Benchmark_vs_DBSCAN.ipynb		Benchmark_vs_DBSCAN.ipynb
Cluster tree.ipynb		Cluster tree.ipynb
Guess the generative model.ipynb		Guess the generative model.ipynb
LICENSE		LICENSE
Perfomance comparisons among clustering algorithms.ipynb		Perfomance comparisons among clustering algorithms.ipynb
Performance data generation.ipynb		Performance data generation.ipynb
Qualitative clustering results.ipynb		Qualitative clustering results.ipynb
README.md		README.md
Single clusters.ipynb		Single clusters.ipynb
affinity_prop_perf.csv		affinity_prop_perf.csv
birch_perf.csv		birch_perf.csv
clusterable_data.npy		clusterable_data.npy
complete_linkage_perf.csv		complete_linkage_perf.csv
dbscan_perf.csv		dbscan_perf.csv
environment.yml		environment.yml
hdbscanBenchmark.py		hdbscanBenchmark.py
hdbscanDBscanLaptopResults.csv		hdbscanDBscanLaptopResults.csv
hdbscan_perf.csv		hdbscan_perf.csv
hdbscan_to_reference_timings.csv		hdbscan_to_reference_timings.csv
kmeans_perf.csv		kmeans_perf.csv
mean_shift_perf.csv		mean_shift_perf.csv
optimizationResults.csv		optimizationResults.csv
reference_impl_external_timings.csv		reference_impl_external_timings.csv
reference_impl_internal_timings.csv		reference_impl_internal_timings.csv
spectral_perf.csv		spectral_perf.csv
ward_perf.csv		ward_perf.csv

lmcinnes/hdbscan_paper