Releases: openproblems-bio/task_perturbation_prediction
Releases · openproblems-bio/task_perturbation_prediction
task_perturbation_prediction 1.0.0
Initial release of the Perturbation Prediction task. Initial components:
src/process_dataset
: Compute the DGE data from the raw single-cell counts using Limma.src/control_methods
: Baseline control methods: sample, ground_truth, zeros, mean_across_celltypes, mean_across_compounds, mean_outcome.src/methods
: Perturbation prediction methods: jn_ap_op2, lgc_ensemble, nn_retraining_with_pseudolabels, pyboost, scape, transformer_ensemble.src/metrics
: Evaluation metrics: mean_rowwise_error, mean_rowwise_correlation.