A) Clustering performance (ARI, y−axis, the higher the better) in the latent space of each model (x−axis) compared to the known tissue type. Each box represents the distribution of scores obtained for different hyperparameter settings within a specific VAE model. The middle line corresponds to the mean, while the edges of the box represent the first and third quartiles. B) Clustering performance (ARI) between the different VAE configurations in the TCGA (x−axis) and the GTEx(y−axis). Dots are colored after the different model and each dot represents a different hyperparameter configuration.</p
MAE comparison between D-GEX and NCNN model in the prediction of GTEx data when varying the number o...
<p>Clusters are represented by different colors or types of marker. A) 7 actual clusters. B) Cluster...
<p>(A) In the case of relatively high heterogeneity and comparably low signal strength, the spherica...
Each boxplot shows the clustering performance (ARI, x−axis) of fixing a hyperparameter while varying...
A) Clustering performance (ARI, y−axis, the higher the better) in the latent space of each model (x−...
Each boxplot shows the clustering performance (ARI, x−axis) of fixing a hyperparameter while varying...
(A) The differences between Secuer and U-SPEC. Here the number of clusters K in Secuer is estimated ...
(A) Performance of clustering on 2D t-SNE embeddings for SPOTDis (left) and SpikeShip (right) measur...
Scatter plot for the clustering performance measured in ARI (y−axis, the higher the better) and surv...
<p>(a) across all tissues using standard and widely used approaches—Principal Component Analysis (PC...
<p>Clusters are represented by different colors or types of marker. A) 7 actual clusters. B) Cluster...
<p>Clusters are represented by different colors or types of marker. A) 7 actual clusters. B) cluster...
(A) The clustering time of different methods. (B) The ARI of different methods on three large datase...
(A) Each pattern has a length of 300 samples, and is embedded in a larger window starting from -300 ...
For each metric (i.e. precision, NMI, ARI, and F-measure) and each integration method, each data poi...
MAE comparison between D-GEX and NCNN model in the prediction of GTEx data when varying the number o...
<p>Clusters are represented by different colors or types of marker. A) 7 actual clusters. B) Cluster...
<p>(A) In the case of relatively high heterogeneity and comparably low signal strength, the spherica...
Each boxplot shows the clustering performance (ARI, x−axis) of fixing a hyperparameter while varying...
A) Clustering performance (ARI, y−axis, the higher the better) in the latent space of each model (x−...
Each boxplot shows the clustering performance (ARI, x−axis) of fixing a hyperparameter while varying...
(A) The differences between Secuer and U-SPEC. Here the number of clusters K in Secuer is estimated ...
(A) Performance of clustering on 2D t-SNE embeddings for SPOTDis (left) and SpikeShip (right) measur...
Scatter plot for the clustering performance measured in ARI (y−axis, the higher the better) and surv...
<p>(a) across all tissues using standard and widely used approaches—Principal Component Analysis (PC...
<p>Clusters are represented by different colors or types of marker. A) 7 actual clusters. B) Cluster...
<p>Clusters are represented by different colors or types of marker. A) 7 actual clusters. B) cluster...
(A) The clustering time of different methods. (B) The ARI of different methods on three large datase...
(A) Each pattern has a length of 300 samples, and is embedded in a larger window starting from -300 ...
For each metric (i.e. precision, NMI, ARI, and F-measure) and each integration method, each data poi...
MAE comparison between D-GEX and NCNN model in the prediction of GTEx data when varying the number o...
<p>Clusters are represented by different colors or types of marker. A) 7 actual clusters. B) Cluster...
<p>(A) In the case of relatively high heterogeneity and comparably low signal strength, the spherica...