Introduction | Example data | Running an audit | Temporal leakage | Shared sensors | Spatial proximity | Overlapping temporal windows | Interpreting audit results | Conclusion
Package: sensorLeak 0.1.0
Divya Umai Raja
sensorLeak: Leakage Detection for Environmental Sensor Data
Provides tools for identifying potential information leakage and validation risks in machine learning workflows using environmental sensor data. The package includes checks for temporal ordering, shared sensors, spatial proximity, and overlapping temporal windows. The diagnostics are motivated by considerations of spatial and temporal structure in model validation (Roberts et al., 2017) <doi:10.1111/ecog.02881>.
Authors:
sensorLeak_0.1.0.tar.gz
sensorLeak_0.1.0.zip(r-4.7-any)sensorLeak_0.1.0.zip(r-4.6-any)
sensorLeak_0.1.0.tar.gz(r-4.7-any)sensorLeak_0.1.0.tar.gz(r-4.6-any)
sensorLeak_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
sensorLeak/json (API)
| # Install 'sensorLeak' in R: |
| install.packages('sensorLeak', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/division55/sensorleak/issues
Datasets:
- sensor_data - Example Environmental Sensor Dataset
Last updated from:861caba36f. Checks:6 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel | OK | 121 | ||
| source / vignettes | OK | 204 | ||
| linux-release | OK | 119 | ||
| windows-devel | OK | 72 | ||
| windows-release | OK | 75 | ||
| wasm-release | OK | 126 |
Exports:check_sensor_leakagecheck_spatial_leakagecheck_temporal_leakagecheck_window_leakagesensor_audit
Dependencies:
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Check for sensors shared between training and testing data | check_sensor_leakage |
| Check for spatial proximity between training and testing data | check_spatial_leakage |
| Check for temporal leakage | check_temporal_leakage |
| Check for overlapping temporal windows | check_window_leakage |
| Print a sensor leakage audit | print.sensor_audit |
| Print a sensor audit summary | print.sensor_audit_summary |
| Audit environmental sensor data for leakage risks | sensor_audit |
| Example Environmental Sensor Dataset | sensor_data |
| Summarize a sensor leakage audit | summary.sensor_audit |