# Appliance Energy Disaggregation on REDD House 3 Source: [Appliance Energy Disaggregation on REDD House 3]() Collection index: [llms.txt]() Data updated: 2026-03-06T08:58:51.245Z Evaluation of models performing Appliance Energy Disaggregation using the REDD House 3 dataset, measured by Mean Absolute Error (MAE) and F1 scores across various appliance categories. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Appliance Energy Disaggregation | | Dataset (including any stated split) | REDD House 3 | | Metric | MAE (F) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 4 of 4 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [MAE (F)](): Lower is better; unit: SCALAR. - [MAE (DW)](): Lower is better; unit: SCALAR. - [MAE (MW)](): Lower is better; unit: SCALAR. - [MAE (WM)](): Lower is better; unit: SCALAR. - [MAE (Ave)](): Lower is better; unit: SCALAR. - [F1 Score (F)](): Higher is better; unit: PERCENT. - [F1 Score (DW)](): Higher is better; unit: PERCENT. - [F1 Score (MW)](): Higher is better; unit: PERCENT. - [F1 Score (WM)](): Higher is better; unit: PERCENT. - [F1 Score (Ave)](): Higher is better; unit: PERCENT. ## Recorded results | Method | MAE (F) | Result date | Report paper | | --- | --- | --- | --- | | RefQuery | 22.31 | Not recorded | 69aa5f8b2d603e6de3e418a1 | | MA-TRF | 22.62 | Not recorded | 69aa5f8b2d603e6de3e418a1 | | SA-S2P | 26.18 | Not recorded | 69aa5f8b2d603e6de3e418a1 | | MA-CNN | 33.45 | Not recorded | 69aa5f8b2d603e6de3e418a1 | ### RefQuery MAE (F): 22.31. Result ID: 69aa972b6dbb7075b9547b96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"adaptation\_data":"7 days"}. This record does not assert independent reproduction. ### MA-TRF MAE (F): 22.62. Result ID: 69aa972b6dbb7075b9547b95. [Reporting paper]() Recorded evaluation configuration: {"adaptation\_data":"7 days"}. This record does not assert independent reproduction. ### SA-S2P MAE (F): 26.18. Result ID: 69aa972b6dbb7075b9547b93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"adaptation\_data":"7 days"}. This record does not assert independent reproduction. ### MA-CNN MAE (F): 33.45. Result ID: 69aa972b6dbb7075b9547b94. [Reporting paper]() Recorded evaluation configuration: {"adaptation\_data":"7 days"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.