All functions

DuoClustering2018

DuoClustering2018

ari_df()

Help function for computing ARI

clustering_summary_filteredExpr10_Koh_v1()

Clustering summaries

clustering_summary_filteredExpr10_Koh_v2()

Clustering summaries

duo_clustering_all_parameter_settings_v1()

Hyperparameter values

duo_clustering_all_parameter_settings_v2()

Hyperparameter values

plot_entropy()

Plot entropy of cluster assignments

plot_k_diff()

Plot differences between optimal, estimated and true number of clusters

plot_performance()

Plot performance of clustering methods

plot_stability()

Plot stability of methods

plot_timing()

Plot timing of methods

sce_full_Koh() sce_filteredExpr10_Koh() sce_filteredHVG10_Koh() sce_filteredM3Drop10_Koh() sce_full_KohTCC() sce_filteredExpr10_KohTCC() sce_filteredHVG10_KohTCC() sce_filteredM3Drop10_KohTCC()

Koh data sets

sce_full_Kumar() sce_filteredExpr10_Kumar() sce_filteredHVG10_Kumar() sce_filteredM3Drop10_Kumar() sce_full_KumarTCC() sce_filteredExpr10_KumarTCC() sce_filteredHVG10_KumarTCC() sce_filteredM3Drop10_KumarTCC()

Kumar data sets

sce_full_SimKumar4easy() sce_filteredExpr10_SimKumar4easy() sce_filteredHVG10_SimKumar4easy() sce_filteredM3Drop10_SimKumar4easy() sce_full_SimKumar4hard() sce_filteredExpr10_SimKumar4hard() sce_filteredHVG10_SimKumar4hard() sce_filteredM3Drop10_SimKumar4hard() sce_full_SimKumar8hard() sce_filteredExpr10_SimKumar8hard() sce_filteredHVG10_SimKumar8hard() sce_filteredM3Drop10_SimKumar8hard()

SimKumar data sets

sce_full_Trapnell() sce_filteredExpr10_Trapnell() sce_filteredHVG10_Trapnell() sce_filteredM3Drop10_Trapnell() sce_full_TrapnellTCC() sce_filteredExpr10_TrapnellTCC() sce_filteredHVG10_TrapnellTCC() sce_filteredM3Drop10_TrapnellTCC()

Trapnell data sets

sce_full_Zhengmix4eq() sce_filteredExpr10_Zhengmix4eq() sce_filteredHVG10_Zhengmix4eq() sce_filteredM3Drop10_Zhengmix4eq() sce_full_Zhengmix4uneq() sce_filteredExpr10_Zhengmix4uneq() sce_filteredHVG10_Zhengmix4uneq() sce_filteredM3Drop10_Zhengmix4uneq() sce_full_Zhengmix8eq() sce_filteredExpr10_Zhengmix8eq() sce_filteredHVG10_Zhengmix8eq() sce_filteredM3Drop10_Zhengmix8eq()

Zheng data sets

shannon_entropy()

Calculate Shannon entropy