.gitignore
.pre-commit-config.yaml
.readthedocs.yaml
.zenodo.json
CHANGELOG.md
CITATION.cff
CODE_OF_CONDUCT.md
CONTRIBUTING.md
LICENSE
MANIFEST.in
README.md
RELEASE.md
ROADMAP.md
SECURITY.md
SUPPORT.md
ZENODO.md
mkdocs.yml
paper.bib
paper.md
pyproject.toml
requirements.txt
setup.py
./sensor_modeling/__init__.py
./sensor_modeling/cli.py
./sensor_modeling/alerts/__init__.py
./sensor_modeling/alerts/alert.py
./sensor_modeling/analysis/__init__.py
./sensor_modeling/analysis/_frame.py
./sensor_modeling/analysis/behavioral_analysis.py
./sensor_modeling/analysis/behavioral_metrics.py
./sensor_modeling/analysis/comparison.py
./sensor_modeling/analysis/dependency_network.py
./sensor_modeling/analysis/granger_causality.py
./sensor_modeling/analysis/pipeline.py
./sensor_modeling/analysis/reporting.py
./sensor_modeling/baseline/__init__.py
./sensor_modeling/baseline/adaptive.py
./sensor_modeling/baseline/features.py
./sensor_modeling/change_point/__init__.py
./sensor_modeling/change_point/_validation.py
./sensor_modeling/change_point/adaptive_normalization.py
./sensor_modeling/change_point/embedding_cpd.py
./sensor_modeling/change_point/energy_efficient.py
./sensor_modeling/change_point/genetic_optimization.py
./sensor_modeling/context/__init__.py
./sensor_modeling/context/occupancy.py
./sensor_modeling/data/__init__.py
./sensor_modeling/data/loaders.py
./sensor_modeling/data/preprocessing.py
./sensor_modeling/data/synthetic.py
./sensor_modeling/data/validation.py
./sensor_modeling/evaluation/__init__.py
./sensor_modeling/evaluation/ablation.py
./sensor_modeling/evaluation/attribution.py
./sensor_modeling/evaluation/detection.py
./sensor_modeling/evaluation/metrics.py
./sensor_modeling/evaluation/provenance.py
./sensor_modeling/examples/__init__.py
./sensor_modeling/examples/demos/__init__.py
./sensor_modeling/examples/demos/ambient_pipeline_demo.py
./sensor_modeling/examples/demos/bernoulli_ar_demo.py
./sensor_modeling/examples/demos/cpd_ar_demo.py
./sensor_modeling/examples/demos/cpd_benchmark.py
./sensor_modeling/examples/demos/hmm_granger_demo.py
./sensor_modeling/examples/demos/nhpp_pelt_demo.py
./sensor_modeling/examples/tutorials/__init__.py
./sensor_modeling/fusion/__init__.py
./sensor_modeling/fusion/defaults.py
./sensor_modeling/fusion/emissions.py
./sensor_modeling/fusion/estimate.py
./sensor_modeling/fusion/filter.py
./sensor_modeling/health/__init__.py
./sensor_modeling/health/monitor.py
./sensor_modeling/health/status.py
./sensor_modeling/hmm/__init__.py
./sensor_modeling/hmm/adaptive_hmm.py
./sensor_modeling/hmm/base.py
./sensor_modeling/hmm/circadian_hmm.py
./sensor_modeling/hmm/heterogeneous_hmm.py
./sensor_modeling/hmm/hierarchical_hmm.py
./sensor_modeling/hmm/scaled_dirichlet_hmm.py
./sensor_modeling/interop/__init__.py
./sensor_modeling/interop/fhir.py
./sensor_modeling/interop/privacy.py
./sensor_modeling/models/__init__.py
./sensor_modeling/models/bernoulli_ar/__init__.py
./sensor_modeling/models/bernoulli_ar/base_model.py
./sensor_modeling/models/bernoulli_ar/multivariate_model.py
./sensor_modeling/models/change_point_detection/__init__.py
./sensor_modeling/models/change_point_detection/deep.py
./sensor_modeling/models/change_point_detection/pelt.py
./sensor_modeling/models/nhpp_pelt/__init__.py
./sensor_modeling/models/nhpp_pelt/bspline.py
./sensor_modeling/models/nhpp_pelt/cli.py
./sensor_modeling/models/nhpp_pelt/diagnostics.py
./sensor_modeling/models/nhpp_pelt/io.py
./sensor_modeling/models/nhpp_pelt/model.py
./sensor_modeling/models/nhpp_pelt/optimizer.py
./sensor_modeling/models/nhpp_pelt/plotting.py
./sensor_modeling/models/nhpp_pelt/quad.py
./sensor_modeling/models/nhpp_pelt/regularization.py
./sensor_modeling/models/nhpp_pelt/utils.py
./sensor_modeling/observations/__init__.py
./sensor_modeling/observations/adapters.py
./sensor_modeling/observations/ingest.py
./sensor_modeling/observations/observation.py
./sensor_modeling/observations/registry.py
./sensor_modeling/observations/stream.py
./sensor_modeling/observations/types.py
./sensor_modeling/observations/units.py
./sensor_modeling/online/__init__.py
./sensor_modeling/online/benchmarks.py
./sensor_modeling/online/pipeline.py
./sensor_modeling/simulation/__init__.py
./sensor_modeling/simulation/faults.py
./sensor_modeling/simulation/household.py
./sensor_modeling/states/__init__.py
./sensor_modeling/states/markov.py
./sensor_modeling/states/ontology.py
./sensor_modeling/utils/__init__.py
./sensor_modeling/utils/data_io.py
./sensor_modeling/utils/logging_config.py
./sensor_modeling/utils/missing.py
./sensor_modeling/utils/plotting.py
./sensor_modeling/utils/validation.py
./sensor_modeling/visualization/__init__.py
./sensor_modeling/visualization/clinical.py
./sensor_modeling/visualization/interactive.py
./sensor_modeling/visualization/research.py
./sensor_modeling/visualization/web_app.py
.cache/mkdocs-jupyter/42e30efbd4e2a9eb1494541956c1169b4124528b34a4107c6e90a26bb87a7843.json
.github/dependabot.yml
.github/pull_request_template.md
.github/ISSUE_TEMPLATE/bug_report.md
.github/ISSUE_TEMPLATE/config.yml
.github/ISSUE_TEMPLATE/feature_request.md
.github/ISSUE_TEMPLATE/research_validation.md
.github/workflows/ci.yml
benchmarking/__init__.py
benchmarking/benchmarks.py
docs/ADVERSARIAL_REVIEW.md
docs/EVALUATION_DESIGN.md
docs/MULTIMODAL_ARCHITECTURE.md
docs/RELEASE_READINESS.md
docs/RESEARCH_QUESTIONS.md
docs/SENSOR_DATA_MODEL.md
docs/SIMULATION_PROTOCOLS.md
docs/UNCERTAINTY_MODEL.md
docs/ambient_architecture.md
docs/api.md
docs/architecture.md
docs/background.md
docs/clinical_examples.md
docs/contributing.md
docs/evaluation.md
docs/index.md
docs/inference.md
docs/limitations.md
docs/modules.md
docs/multimodal_ingestion.md
docs/requirements.txt
docs/roadmap.md
docs/usage.md
docs/tutorials/quickstart.ipynb
papers/README.md
papers/failure-aware-multimodal-behavioural-sensing/README.md
papers/failure-aware-multimodal-behavioural-sensing/main.tex
papers/failure-aware-multimodal-behavioural-sensing/references.bib
papers/failure-aware-multimodal-behavioural-sensing/experiments/README.md
papers/failure-aware-multimodal-behavioural-sensing/experiments/config.json
papers/failure-aware-multimodal-behavioural-sensing/experiments/run_confirmatory.py
sensor_modeling/__init__.py
sensor_modeling/cli.py
sensor_modeling/alerts/__init__.py
sensor_modeling/alerts/alert.py
sensor_modeling/analysis/__init__.py
sensor_modeling/analysis/_frame.py
sensor_modeling/analysis/behavioral_analysis.py
sensor_modeling/analysis/behavioral_metrics.py
sensor_modeling/analysis/comparison.py
sensor_modeling/analysis/dependency_network.py
sensor_modeling/analysis/granger_causality.py
sensor_modeling/analysis/pipeline.py
sensor_modeling/analysis/reporting.py
sensor_modeling/baseline/__init__.py
sensor_modeling/baseline/adaptive.py
sensor_modeling/baseline/features.py
sensor_modeling/change_point/__init__.py
sensor_modeling/change_point/_validation.py
sensor_modeling/change_point/adaptive_normalization.py
sensor_modeling/change_point/embedding_cpd.py
sensor_modeling/change_point/energy_efficient.py
sensor_modeling/change_point/genetic_optimization.py
sensor_modeling/context/__init__.py
sensor_modeling/context/occupancy.py
sensor_modeling/data/__init__.py
sensor_modeling/data/loaders.py
sensor_modeling/data/preprocessing.py
sensor_modeling/data/synthetic.py
sensor_modeling/data/validation.py
sensor_modeling/evaluation/__init__.py
sensor_modeling/evaluation/ablation.py
sensor_modeling/evaluation/attribution.py
sensor_modeling/evaluation/detection.py
sensor_modeling/evaluation/metrics.py
sensor_modeling/evaluation/provenance.py
sensor_modeling/examples/__init__.py
sensor_modeling/examples/demos/__init__.py
sensor_modeling/examples/demos/ambient_pipeline_demo.py
sensor_modeling/examples/demos/bernoulli_ar_demo.py
sensor_modeling/examples/demos/cpd_ar_demo.py
sensor_modeling/examples/demos/cpd_benchmark.py
sensor_modeling/examples/demos/hmm_granger_demo.py
sensor_modeling/examples/demos/nhpp_pelt_demo.py
sensor_modeling/examples/tutorials/__init__.py
sensor_modeling/fusion/__init__.py
sensor_modeling/fusion/defaults.py
sensor_modeling/fusion/emissions.py
sensor_modeling/fusion/estimate.py
sensor_modeling/fusion/filter.py
sensor_modeling/health/__init__.py
sensor_modeling/health/monitor.py
sensor_modeling/health/status.py
sensor_modeling/hmm/__init__.py
sensor_modeling/hmm/adaptive_hmm.py
sensor_modeling/hmm/base.py
sensor_modeling/hmm/circadian_hmm.py
sensor_modeling/hmm/heterogeneous_hmm.py
sensor_modeling/hmm/hierarchical_hmm.py
sensor_modeling/hmm/scaled_dirichlet_hmm.py
sensor_modeling/interop/__init__.py
sensor_modeling/interop/fhir.py
sensor_modeling/interop/privacy.py
sensor_modeling/models/__init__.py
sensor_modeling/models/bernoulli_ar/__init__.py
sensor_modeling/models/bernoulli_ar/base_model.py
sensor_modeling/models/bernoulli_ar/multivariate_model.py
sensor_modeling/models/change_point_detection/__init__.py
sensor_modeling/models/change_point_detection/deep.py
sensor_modeling/models/change_point_detection/pelt.py
sensor_modeling/models/nhpp_pelt/__init__.py
sensor_modeling/models/nhpp_pelt/bspline.py
sensor_modeling/models/nhpp_pelt/cli.py
sensor_modeling/models/nhpp_pelt/diagnostics.py
sensor_modeling/models/nhpp_pelt/io.py
sensor_modeling/models/nhpp_pelt/model.py
sensor_modeling/models/nhpp_pelt/optimizer.py
sensor_modeling/models/nhpp_pelt/plotting.py
sensor_modeling/models/nhpp_pelt/quad.py
sensor_modeling/models/nhpp_pelt/regularization.py
sensor_modeling/models/nhpp_pelt/utils.py
sensor_modeling/observations/__init__.py
sensor_modeling/observations/adapters.py
sensor_modeling/observations/ingest.py
sensor_modeling/observations/observation.py
sensor_modeling/observations/registry.py
sensor_modeling/observations/stream.py
sensor_modeling/observations/types.py
sensor_modeling/observations/units.py
sensor_modeling/online/__init__.py
sensor_modeling/online/benchmarks.py
sensor_modeling/online/pipeline.py
sensor_modeling/simulation/__init__.py
sensor_modeling/simulation/faults.py
sensor_modeling/simulation/household.py
sensor_modeling/states/__init__.py
sensor_modeling/states/markov.py
sensor_modeling/states/ontology.py
sensor_modeling/utils/__init__.py
sensor_modeling/utils/data_io.py
sensor_modeling/utils/logging_config.py
sensor_modeling/utils/missing.py
sensor_modeling/utils/plotting.py
sensor_modeling/utils/validation.py
sensor_modeling/visualization/__init__.py
sensor_modeling/visualization/clinical.py
sensor_modeling/visualization/interactive.py
sensor_modeling/visualization/research.py
sensor_modeling/visualization/web_app.py
tests/conftest.py
tests/test_adaptive_baseline.py
tests/test_adversarial.py
tests/test_adversarial_fixes.py
tests/test_alerts.py
tests/test_analysis_framework.py
tests/test_attribution_study.py
tests/test_backwards_compatibility.py
tests/test_behavioral_analysis.py
tests/test_bernoulli_ar_model.py
tests/test_change_point_algorithms.py
tests/test_data_io.py
tests/test_data_pipeline.py
tests/test_deep_cpd.py
tests/test_dependency_network.py
tests/test_detection_study.py
tests/test_evaluation.py
tests/test_fusion.py
tests/test_fusion_calibration.py
tests/test_granger_causality.py
tests/test_hmm_models.py
tests/test_import_and_field_defaults.py
tests/test_interop.py
tests/test_missing_data.py
tests/test_multivariate_bernoulli_ar.py
tests/test_nhpp_utils.py
tests/test_observation_adapters.py
tests/test_observations.py
tests/test_occupancy_context.py
tests/test_online_pipeline.py
tests/test_pelt_cpd.py
tests/test_privacy.py
tests/test_project_metadata.py
tests/test_provenance.py
tests/test_replicated_attribution.py
tests/test_sensor_health.py
tests/test_simulation.py
tests/test_utils_validation.py
tests/test_visualization.py
tests/test_web_app_security.py
tests/integration/test_cli_integration.py
tests/performance/test_benchmark_runtime.py
tests/performance/test_online_benchmarks.py
tests/property/test_observation_properties.py
tests/property/test_simulation_properties.py