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Releases: openproblems-bio/task_perturbation_prediction

task_perturbation_prediction 1.0.0

09 Jun 19:51
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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.