Published September 6, 2015 | Version v3
Software Open

vtreat: A Statistically Sound 'data.frame' Processor/Conditioner

  • 1. Win-Vector LLC

Description

A 'data.frame' processor/conditioner that prepares real-world data for predictive modeling in a statistically sound manner. 'vtreat' prepares variables so that data has fewer exceptional cases, making it easier to safely use models in production. Common problems 'vtreat' defends against: 'Inf', 'NA', too many categorical levels, rare categorical levels, and new categorical levels (levels seen during application, but not during training). 'vtreat::prepare' should be used as you would use 'model.matrix'.

Files

Files (6.4 MB)

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md5:1c3b0cc3742bf0c490f6f3488a4ec508
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