# Appliance Energy Disaggregation on REDD House 1 Source: [Appliance Energy Disaggregation on REDD House 1]() Collection index: [llms.txt]() Data updated: 2026-03-06T08:58:51.209Z Evaluation of models performing Appliance Energy Disaggregation on the REDD House 1 dataset, measured using Mean Absolute Error (MAE) and F1 score across different appliance types. 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 1 | | 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. - [Average MAE](): 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. - [Average F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | MAE (F) | Result date | Report paper | | --- | --- | --- | --- | | MA-TRF | 17.57 | Not recorded | 69aa5f8b2d603e6de3e418a1 | | SA-S2P | 19.25 | Not recorded | 69aa5f8b2d603e6de3e418a1 | | RefQuery | 19.53 | Not recorded | 69aa5f8b2d603e6de3e418a1 | | MA-CNN | 26.42 | Not recorded | 69aa5f8b2d603e6de3e418a1 | ### MA-TRF MAE (F): 17.57. Result ID: 69aa972b6dbb7075b9547b91. [Reporting paper]() Recorded evaluation configuration: {"adaptation\_data":"7 days"}. This record does not assert independent reproduction. ### SA-S2P MAE (F): 19.25. Result ID: 69aa972b6dbb7075b9547b8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"adaptation\_data":"7 days"}. This record does not assert independent reproduction. ### RefQuery MAE (F): 19.53. Result ID: 69aa972b6dbb7075b9547b92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"adaptation\_data":"7 days"}. This record does not assert independent reproduction. ### MA-CNN MAE (F): 26.42. Result ID: 69aa972b6dbb7075b9547b90. [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.