This page displays information for the following method:

Name:

FastMNN

Description:

PCA and mutual nearest neighbours

GitHub:

LTLA/batchelor

DOI:

NA

Labels required?:

No

1 Overall

1.1 Plot

1.2 Table

2 Individual metrics

2.1 Overall

2.2 Batch correction

Batch correction

PCR batch

Batch ASW

Graph iLISI

Graph connectivity

kBET

2.3 Bio conservation

Bio conservation

NMI cluster/label

ARI cluster/label

Label ASW

Isolated label F1

Isolated label silhouette

Graph cLISI

HVG conservation

Cell cycle conservation

Trajectory conservation

3 Embeddings

Dataset (Output)

immune_cell_hum (Embedding)

Input features (Scaling)

Full (Scaled)

Full (Unscaled)

HVG (Scaled)

HVG (Unscaled)

simulations_1_1 (Embedding)

Input features (Scaling)

Full (Scaled)

Full (Unscaled)

HVG (Scaled)

HVG (Unscaled)

immune_cell_hum (Features)

Input features (Scaling)

Full (Scaled)

Full (Unscaled)

HVG (Scaled)

HVG (Unscaled)

simulations_1_1 (Features)

Input features (Scaling)

Full (Scaled)

Full (Unscaled)

HVG (Scaled)

HVG (Unscaled)

pancreas (Embedding)

Input features (Scaling)

Full (Scaled)

Full (Unscaled)

HVG (Scaled)

HVG (Unscaled)

pancreas (Features)

Input features (Scaling)

Full (Scaled)

Full (Unscaled)

HVG (Scaled)

HVG (Unscaled)

lung_atlas (Embedding)

Input features (Scaling)

Full (Scaled)

Full (Unscaled)

HVG (Scaled)

HVG (Unscaled)

simulations_2 (Embedding)

Input features (Scaling)

Full (Scaled)

Full (Unscaled)

HVG (Scaled)

HVG (Unscaled)

lung_atlas (Features)

Input features (Scaling)

Full (Scaled)

Full (Unscaled)

HVG (Scaled)

HVG (Unscaled)

simulations_2 (Features)

Input features (Scaling)

Full (Scaled)

Full (Unscaled)

HVG (Scaled)

HVG (Unscaled)

mouse_brain (Embedding)

Input features (Scaling)

HVG (Scaled)

HVG (Unscaled)

mouse_brain (Features)

Input features (Scaling)

HVG (Scaled)

HVG (Unscaled)

immune_cell_hum_mou (Embedding)

Input features (Scaling)

Full (Scaled)

Full (Unscaled)

HVG (Scaled)

HVG (Unscaled)

immune_cell_hum_mou (Features)

Input features (Scaling)

Full (Scaled)

Full (Unscaled)

HVG (Scaled)

HVG (Unscaled)

4 Scalability

4.1 Time

4.2 Memory