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ProtoSleepNet

  • Overview
  • Installation
  • How to interpret ProtoSleepNet
  • Live demo
  • Reproducing the paper
    • protosleepnet
    • Citation
  • GitHub
  • Live demo
  • physioex
  • Overview
  • Installation
  • How to interpret ProtoSleepNet
  • Live demo
  • Reproducing the paper
  • protosleepnet
  • Citation
  • GitHub
  • Live demo
  • physioex

Section Navigation

  • protosleepnet.ablation
    • protosleepnet.ablation.test_occlusion
    • protosleepnet.ablation.train_ablation
    • protosleepnet.ablation.train_ablation_seqsleepnet
  • protosleepnet.baselines
    • protosleepnet.baselines.channel_dropout
    • protosleepnet.baselines.channel_mixer
    • protosleepnet.baselines.extract_residual_embeddings
    • protosleepnet.baselines.learn_residual_prototypes_vq
    • protosleepnet.baselines.residual_model
    • protosleepnet.baselines.test_occlusion
    • protosleepnet.baselines.test_occlusion_mixer
    • protosleepnet.baselines.test_residual_prototypes
    • protosleepnet.baselines.test_seq_1ch
    • protosleepnet.baselines.test_st_1ch
    • protosleepnet.baselines.train_seq_1ch_residual
    • protosleepnet.baselines.train_seq_3ch
    • protosleepnet.baselines.train_seq_3ch_dropout
    • protosleepnet.baselines.train_seq_3ch_mixer
    • protosleepnet.baselines.train_st_1ch_residual
    • protosleepnet.baselines.train_st_3ch
    • protosleepnet.baselines.train_st_3ch_dropout
    • protosleepnet.baselines.train_st_3ch_mixer
  • protosleepnet.build_protosleepnet
  • protosleepnet.clinical_probing
    • protosleepnet.clinical_probing.alzheimers
      • protosleepnet.clinical_probing.alzheimers.generate_plots
      • protosleepnet.clinical_probing.alzheimers.generate_tables
    • protosleepnet.clinical_probing.parkinsons
      • protosleepnet.clinical_probing.parkinsons.analyze_features
      • protosleepnet.clinical_probing.parkinsons.generate_plots
      • protosleepnet.clinical_probing.parkinsons.generate_tables
    • protosleepnet.clinical_probing.staging
      • protosleepnet.clinical_probing.staging.extract_embeddings
  • protosleepnet.convert_and_predict_seeds
  • protosleepnet.demo
    • protosleepnet.demo.build_cards
    • protosleepnet.demo.evaluate_explanations
    • protosleepnet.demo.pack
    • protosleepnet.demo.precompute
    • protosleepnet.demo.precompute_indomain
    • protosleepnet.demo.select_subjects
    • protosleepnet.demo.subset_bundle
  • protosleepnet.extract_embeddings
  • protosleepnet.extract_proto_embeddings
  • protosleepnet.figure_reconstruction
    • protosleepnet.figure_reconstruction.compute_cross_dataset_metrics
    • protosleepnet.figure_reconstruction.compute_local_explanations
    • protosleepnet.figure_reconstruction.prototype_card
    • protosleepnet.figure_reconstruction.rule_learning
  • protosleepnet.learn_prototypes_vq
  • protosleepnet.plot
    • protosleepnet.plot.occlusion
    • protosleepnet.plot.occlusion_ablation
    • protosleepnet.plot.residual
    • protosleepnet.plot.residual_ablation
    • protosleepnet.plot.vq
  • protosleepnet.posthoc_prototypes
    • protosleepnet.posthoc_prototypes.extract_epoch_embeddings
    • protosleepnet.posthoc_prototypes.learn_prototypes_vq_kmeans
    • protosleepnet.posthoc_prototypes.probe_posthoc_prototypes
    • protosleepnet.posthoc_prototypes.test_posthoc_prototypes
    • protosleepnet.posthoc_prototypes.test_vq_paired
  • protosleepnet.probing
    • protosleepnet.probing.alzheimers
      • protosleepnet.probing.alzheimers.diagnosis_probe
    • protosleepnet.probing.parkinsons
      • protosleepnet.probing.parkinsons.diagnosis_probe
  • protosleepnet.proto_reconstruction
    • protosleepnet.proto_reconstruction.data_driven
    • protosleepnet.proto_reconstruction.hybrid
    • protosleepnet.proto_reconstruction.model_driven
    • protosleepnet.proto_reconstruction.reconstruction_relevance
    • protosleepnet.proto_reconstruction.utils
  • protosleepnet.seed_mmd_analysis
  • protosleepnet.seed_recon_all_m
  • protosleepnet.seed_stability_pipeline
  • protosleepnet.seed_stability_reconstruction
  • protosleepnet.seed_stability_summary
  • protosleepnet.test_occlusion
  • protosleepnet.test_pretrained
  • protosleepnet.test_prototype_randomization
  • protosleepnet.test_prototypes
  • protosleepnet.train
  • protosleepnet
  • protosleepnet.posthoc_prototypes

protosleepnet.posthoc_prototypes#

Submodules#

  • protosleepnet.posthoc_prototypes.extract_epoch_embeddings
  • protosleepnet.posthoc_prototypes.learn_prototypes_vq_kmeans
  • protosleepnet.posthoc_prototypes.probe_posthoc_prototypes
  • protosleepnet.posthoc_prototypes.test_posthoc_prototypes
  • protosleepnet.posthoc_prototypes.test_vq_paired

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