Difference between revisions of "File:Fig8 Zakutayev SciData2018 5.jpg"
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==Summary== | |||
{{Information | |||
|Description='''Figure 8.''' Performance of a Random Forest model for predicting material conductivity using measured composition. '''(a)''' Hex-binned scatterplot showing predictions compared to 16,093 measured values using the final model from sample-based cross validation scheme. '''(b)''' Histogram of the same, showing an aggregate RMSE of 0.89 (log scaled) across the entire data. This performance should be considered as "best case" compared to the performance from other training datasets and other cross-validation schemes given in Table 1. | |||
|Source={{cite journal |title=An open experimental database for exploring inorganic materials |journal=Scientific Data |author=Zakutayev, A.; Wunder, N.; Schwarting, M.; Perkins, J.D.; White, R.; Munch, K.; Tumas, W.; Phillips, C. |volume=5 |pages=180053 |year=2018 |doi=10.1038/sdata.2018.53}} | |||
|Author=Zakutayev, A.; Wunder, N.; Schwarting, M.; Perkins, J.D.; White, R.; Munch, K.; Tumas, W.; Phillips, C. | |||
|Date=2018 | |||
|Permission=[http://creativecommons.org/licenses/by/4.0/ Creative Commons Attribution 4.0 International] | |||
}} | |||
== Licensing == | == Licensing == | ||
{{cc-by-sa-4.0}} | {{cc-by-sa-4.0}} | ||
Latest revision as of 18:33, 16 April 2018
Summary
| Description |
Figure 8. Performance of a Random Forest model for predicting material conductivity using measured composition. (a) Hex-binned scatterplot showing predictions compared to 16,093 measured values using the final model from sample-based cross validation scheme. (b) Histogram of the same, showing an aggregate RMSE of 0.89 (log scaled) across the entire data. This performance should be considered as "best case" compared to the performance from other training datasets and other cross-validation schemes given in Table 1. |
|---|---|
| Source |
Zakutayev, A.; Wunder, N.; Schwarting, M.; Perkins, J.D.; White, R.; Munch, K.; Tumas, W.; Phillips, C. (2018). "An open experimental database for exploring inorganic materials". Scientific Data 5: 180053. doi:10.1038/sdata.2018.53. |
| Date |
2018 |
| Author |
Zakutayev, A.; Wunder, N.; Schwarting, M.; Perkins, J.D.; White, R.; Munch, K.; Tumas, W.; Phillips, C. |
| Permission (Reusing this file) |
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| Other versions |
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