Data · dataset · 2026
Analysis code and derived results for Measuring the Effect of Instrumentation Coverage on Appliance Disclosure Using Gradient-Boosted Trees across 25 Households
Listed in Teesside University Research Data Repository
The article asks what a smart meter record reveals about household activity, and shows that the answer depends heavily on something nobody reports: the fraction of a household's load that the dataset actually submeters.
Description
Appliances left unmetered still draw power, still reach the aggregate channel, and there they mask the appliances a classifier is trying to detect. Across 25 households that fraction ranges from 0.003 to 0.805, and completing a household's instrumentation raises measured disclosure in every one of them, by amounts that differ from home to home.
Links
Where it is published
- DOI doi.org/10.17632/7mgw79zynr.1 ↗
DOI / persistent id · from researchdata tees ac uk
Catalogue records · 1
- OAI-PMH record data.mendeley.com/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Adata… ↗
metadata API · from researchdata tees ac uk
Topics
- From keywords
- Computer Science & AI · Earth & Environmental Science
Provenance · 1 source records, 7 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Teesside University Research Data Repository | oai:data.mendeley.com/7mgw79zynr.1 | 22 h ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| description | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/description |
| license | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/rights |
| publication_date | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | |
| title | source · researchdata tees ac uk | connector:researchdata_tees_ac_uk@1.0.0 | /metadata/dc/title |