Preprocessing 0.2.0 unknowncategory

Lodestar.Preprocessing 0.2.0. This page is frozen at that release. Read the current documentation for what main says now. A link to a decision or a migration page follows main, and leaves the archive.

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UnknownCategory

What OneHotEncoder does with a value the fit never saw.

public enum UnknownCategory

Fields — Refuse raises naming the feature, and Ignore encodes the value as all zeros — handle_unknown="error" and "ignore", with Refuse the default as "error" is.

Example — the same value under both settings.

using Lodestar.Preprocessing;

OneHotEncoder<string> lenient = Encoders.OneHot(
    ["a", "b"], 1, new OneHotEncoderOptions { Unknown = UnknownCategory.Ignore });

string unknown = string.Join(",", lenient.Transform(["zzz"]));  // => 0,0

Remarks — refusing is the default because the alternative is silent: an unknown category becomes a row of zeros that a model reads as a category of its own, and no exception marks the point where the data stopped matching the fit.

Applies to — net10.0, netstandard2.0.

See also — OneHotEncoderOptions, OneHotEncoder.Transform.