scAEGAN shows robust performance, while integrating datasets from the same platforms, a) scaAEGAN outperforms other methods for integrating a real scRNA-seq SMARTseq dataset from two mouse strains (Old and Young). A2B and B2A are the integration results of the Old and Young mice datasets with the latent spaces of input dataset from these two mouse strains, b) shows the heatmap of the cluster similarity of latent space of old mice dataset (AE_Old) with the translated domain B2A and likewise for young mice dataset (AE_Young Vs A2B) and c) shows the ARI and JI values for Old and Young mice dataset, depicting the outperformance of scAEGAN as compared to other methods. d) ARI and JI values for both simulated datasets A and B, depicting the outpe...
<p>A) Average precision as exceptional edges are added, B) Network performance is predicted by overl...
<p>Two reconstructed lineage trees containing the same cells from three different mice are shown: M1...
This package contains data from the 4 mice included in "Najafi, Farzaneh and Elsayed, Gamaleldin F ...
Integration results of scAEGAN with across platforms data (CelSeq, CelSeq2, Fluidigm C1) a, b) scAEG...
(A) The differences between Secuer and U-SPEC. Here the number of clusters K in Secuer is estimated ...
(A) The NMI of different methods on simulated datasets with different sample sizes. The simulated da...
a. The ARI score of clustering results with random manual dropout rate of gene expression values set...
(A) The clustering runtime of each method on all twelve datasets. (B-C) Accuracy of different method...
We selected six real scATAC-seq datasets to test the clusteringperformance of scDTEC, including huma...
(A) The clustering time of different methods. (B) The ARI of different methods on three large datase...
<p><i>d</i><sub>2</sub><sup><i>s</i></sup>|M<sub>0</sub> indicates using dissimilarity measure <i>d<...
<p>Upper panels – Mouse, Lower panels- Human. Each column presents a different clustering measure (s...
<p>The clustering performance of scVDMC compared with the baseline methods on the single cells from ...
<p>The plots compare the performance of BiRW and PRINCE on predicting the target genes of query mous...
Perfect agreement between cluster assignments has an ARI of 1. We vary the error tolerance ϵ with k ...
<p>A) Average precision as exceptional edges are added, B) Network performance is predicted by overl...
<p>Two reconstructed lineage trees containing the same cells from three different mice are shown: M1...
This package contains data from the 4 mice included in "Najafi, Farzaneh and Elsayed, Gamaleldin F ...
Integration results of scAEGAN with across platforms data (CelSeq, CelSeq2, Fluidigm C1) a, b) scAEG...
(A) The differences between Secuer and U-SPEC. Here the number of clusters K in Secuer is estimated ...
(A) The NMI of different methods on simulated datasets with different sample sizes. The simulated da...
a. The ARI score of clustering results with random manual dropout rate of gene expression values set...
(A) The clustering runtime of each method on all twelve datasets. (B-C) Accuracy of different method...
We selected six real scATAC-seq datasets to test the clusteringperformance of scDTEC, including huma...
(A) The clustering time of different methods. (B) The ARI of different methods on three large datase...
<p><i>d</i><sub>2</sub><sup><i>s</i></sup>|M<sub>0</sub> indicates using dissimilarity measure <i>d<...
<p>Upper panels – Mouse, Lower panels- Human. Each column presents a different clustering measure (s...
<p>The clustering performance of scVDMC compared with the baseline methods on the single cells from ...
<p>The plots compare the performance of BiRW and PRINCE on predicting the target genes of query mous...
Perfect agreement between cluster assignments has an ARI of 1. We vary the error tolerance ϵ with k ...
<p>A) Average precision as exceptional edges are added, B) Network performance is predicted by overl...
<p>Two reconstructed lineage trees containing the same cells from three different mice are shown: M1...
This package contains data from the 4 mice included in "Najafi, Farzaneh and Elsayed, Gamaleldin F ...