Simple matrix factorization class
Namespace: MyMediaLite.RatingPrediction
Assembly: MyMediaLite
Collapse/Expand Syntax
C#
public class MatrixFactorization :  RatingPredictor,
IIterativeModel,
IRecommender
Collapse/Expand Remarks
Factorizing the observed rating values using a factor matrix for users and one for items. This class can update the factorization online. After training, an ArithmeticException is thrown if there are NaN values in the model. NaN values occur if values become too large or too small to be represented by the type double. If you encounter such problems, there are three ways to fix them: (1) (preferred) Use the BiasedMatrixFactorization engine, which is more stable. (2) Change the range of rating values (1 to 5 works generally well with the default settings). (3) Change the learn_rate (decrease it if your range is larger than 1 to 5).
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