Research map / Learning theory and algorithms / Combinatorial and search optimization
Model-Free Iterative Temporal Appliance Discovery for Unsupervised Electricity Disaggregation
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| expand episode search from length 2-3 to lengths 4 and 5 (ablation) | Iterative discovery · REDD | F-measure | Helped |
| expand episode search to lengths 4 and 5 (ablation) | Iterative discovery · BLUED | F-measure | Hurt |
| use ground truth events instead of Bayesian detected events (ablation) | Both methods · BLUED | F-measure | Helped |
| raise sampling rate of detected events from 1 Hz to 60 Hz (ablation) | Both methods · BLUED | F-measure | Hurt |
| iterative discovery instead of modified motif mining | Appliance discovery · REDD | F-measure | Helped |
| iterative discovery instead of modified motif mining | Appliance discovery · BLUED | F-measure | Mixed |
| iterative discovery instead of modified motif mining | Estimated energy per house · REDD houses H1-H6 | energy estimate accuracy | Mixed |
Closest papers by meaning
- Sequence-to-Point Learning With Neural Networks for Non-Intrusive Load Monitoring (AAAI 2018 · similarity 0.88)
- Self-Supervised Learning of Appliance Usage (ICLR 2020 · similarity 0.86)
- PowerPM: Foundation Model for Power Systems (NeurIPS 2024 · similarity 0.83)
- NOCE-Net: Representation Learning for Battery Operational Context via Nested Sequence Modelling (NeurIPS 2026 · similarity 0.80)
- BatteryML: An Open-source Platform for Machine Learning on Battery Degradation (ICLR 2024 · similarity 0.80)
- Efficient Automated Circuit Discovery in Transformers using Contextual Decomposition (ICLR 2025 · similarity 0.80)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.