Supplementary Data and Models of Melt-based Thermo-barometer for paper "'No Free Lunch' in Tabular Geochemical Data: An example of Shallow versus Deep Machine Learning Algorithms for Geothermobarometry"

Published September 4, 2024 | Version v3

Dataset Open

Files

Name	Size	Download all
neural-network-preprocessing-and-training-example.ipynb md5:bcbd995c4063da87c0984c67be224c06	12.1 kB	Preview Download
Supporting Information; High Mg Dataset (without external test set) ver.20240904.xlsx md5:f3086b5323f657f01c1cd7ba4564c649	352.3 kB	Download
Supporting Information; High Mg-Internal Test Set ver.20240904.xlsx md5:c956e01cf6cb5aacd1c3a1db64a40c11	43.6 kB	Download
Supporting Information; High Mg-Train & Validation Set ver.20240904.xlsx md5:21cc15823cb12fdadad279be79190e15	284.7 kB	Download
Supporting Information; Low Mg Dataset (without external test set) ver.20240904.xlsx md5:b7486dde474bd0d866e0d8a9eafdba44	693.0 kB	Download
Supporting Information; Low Mg-Internal Test Set ver.20240904.xlsx md5:94a9376f4377877eea146fadae8f3ed0	73.7 kB	Download
Supporting Information; Low Mg-Train & Validation Set ver.20240904.xlsx md5:43038108899b13d98ff51a730ce38976	636.3 kB	Download
Supporting Information；External Test HighMg Final Ver. - ver 20240622.xlsx md5:8bbdc595e62f9e1371cadafa7d613e46	39.5 kB	Download
Supporting Information；External Test LowMg Final Ver. - ver 20240622.xlsx md5:20f9e4de816754d046f42c804f088898	151.0 kB	Download
Supporting Information；Melt_WholeSet Final Ver. (without external test set) - ver 20240622.xlsx md5:6333b334477040677dff855d05a3f499	876.6 kB	Download
xgboost-preprocessing-and-training-example.ipynb md5:4f22ffed7f2bd72d9eb5e8bfbad3e112	8.2 kB	Preview Download

Citations

Oops! Something went wrong while fetching results.