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More realistic data #37

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JackKelly opened this issue Feb 16, 2015 · 1 comment
Open

More realistic data #37

JackKelly opened this issue Feb 16, 2015 · 1 comment
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@JackKelly
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  • use more appliances from house 1
  • appliances from other houses
  • train on one set of houses, test on another
@JackKelly JackKelly added this to the ASAP milestone Feb 16, 2015
@JackKelly
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  • increase seq length to more like 3000 (to fit washing machines in there)
  • top 5 appliances: kettle, dish washer, htpc (computer), washer dryer, fridge freezer
  • train on a mix of appliances from houses 1-4
  • validate on appliances from house 5
  • need to allow for synonyms of appliance names
  • create a single validation dataset which we use across all experiments
  • output validation metrics to a CSV file to make it easier to draw new graphs later
  • write script to allow multiple experiments to be run automatically and metrics compared (e.g. one plot with all the validation errors on, one plot with all the NILM metrics over time).

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