Class MatchboxRecommenderCapabilities

Defines the capabilities of the Matchbox recommender.

Inheritance

Object

MatchboxRecommenderCapabilities

Implements

IRecommenderCapabilities

ICapabilities

Inherited Members

Object.Equals(Object)

Object.Equals(Object, Object)

Object.GetHashCode()

Object.GetType()

Object.MemberwiseClone()

Object.ReferenceEquals(Object, Object)

Object.ToString()

Namespace: Microsoft.ML.Probabilistic.Learners

Assembly: Microsoft.ML.Probabilistic.Learners.Recommender.dll

Syntax

[Serializable]
public class MatchboxRecommenderCapabilities : IRecommenderCapabilities, ICapabilities

Properties

IsPrecompiled

Gets a value indicating whether the learner is precompiled.

Declaration

public bool IsPrecompiled { get; }

Property Value

Type	Description
Boolean

Remarks

This is currently only relevant for Infer.NET.

IsResistantToShilling

Gets a value indicating whether the recommender is resistant to shilling.

Declaration

public bool IsResistantToShilling { get; }

Property Value

Type	Description
Boolean

SupportsBatchedTraining

Gets a value indicating whether the learner supports training on batched data.

Declaration

public bool SupportsBatchedTraining { get; }

Property Value

Type	Description
Boolean

SupportsColdStartItems

Gets a value indicating whether the recommender can make predictions for items which were not included in training.

Declaration

public bool SupportsColdStartItems { get; }

Property Value

Type	Description
Boolean

SupportsColdStartUsers

Gets a value indicating whether the recommender can make predictions for users who were not included in training.

Declaration

public bool SupportsColdStartUsers { get; }

Property Value

Type	Description
Boolean

SupportsCustomPredictionLossFunction

Gets a value indicating whether the recommender can compute predictive point estimates from a user-defined loss function.

Declaration

public bool SupportsCustomPredictionLossFunction { get; }

Property Value

Type	Description
Boolean

SupportsDistributedTraining

Gets a value indicating whether the learner supports distributed training.

Declaration

public bool SupportsDistributedTraining { get; }

Property Value

Type	Description
Boolean

SupportsImplicitFeedback

Gets a value indicating whether the recommender supports implicit feedback (e.g. counts of interactions, duration of interactions).

Declaration

public bool SupportsImplicitFeedback { get; }

Property Value

Type	Description
Boolean

SupportsIncrementalTraining

Gets a value indicating whether the learner supports incremental training.

Declaration

public bool SupportsIncrementalTraining { get; }

Property Value

Type	Description
Boolean

SupportsItemFeatures

Gets a value indicating whether the recommender supports item-specific metadata.

Declaration

public bool SupportsItemFeatures { get; }

Property Value

Type	Description
Boolean

SupportsMissingData

Gets a value indicating whether the learner supports missing data.

Declaration

public bool SupportsMissingData { get; }

Property Value

Type	Description
Boolean

SupportsModelEvidenceComputation

Gets a value indicating whether the learner can compute how well it matches the training data (usually for a given set of hyper-parameters).

Declaration

public bool SupportsModelEvidenceComputation { get; }

Property Value

Type	Description
Boolean

SupportsMultipleFormsOfFeedback

Gets a value indicating whether the recommender supports multiple forms of feedback.

Declaration

public bool SupportsMultipleFormsOfFeedback { get; }

Property Value

Type	Description
Boolean

SupportsNonStationarity

Gets a value indicating whether the recommender supports changes in state over time.

Declaration

public bool SupportsNonStationarity { get; }

Property Value

Type	Description
Boolean

SupportsNotMissingAtRandomData

Gets a value indicating whether the recommender can model not missing-at-random data (e.g. content restrictions due to provider).

Declaration

public bool SupportsNotMissingAtRandomData { get; }

Property Value

Type	Description
Boolean

SupportsPositiveOnlyData

Gets a value indicating whether the recommender supports positive-only data.

Declaration

public bool SupportsPositiveOnlyData { get; }

Property Value

Type	Description
Boolean

SupportsPredictionDistribution

Gets a value indicating whether the recommender can predict the rating distribution of a given user-item pair.

Declaration

public bool SupportsPredictionDistribution { get; }

Property Value

Type	Description
Boolean

SupportsPreferenceRatings

Gets a value indicating whether the recommender supports preference ratings (e.g. item A is better than item B).

Declaration

public bool SupportsPreferenceRatings { get; }

Property Value

Type	Description
Boolean

SupportsRatingFeatures

Gets a value indicating whether the recommender supports rating-specific metadata.

Declaration

public bool SupportsRatingFeatures { get; }

Property Value

Type	Description
Boolean

SupportsRatingsOfFriends

Gets a value indicating whether the recommender supports ratings of friends.

Declaration

public bool SupportsRatingsOfFriends { get; }

Property Value

Type	Description
Boolean

SupportsRealValuedRatings

Gets a value indicating whether the recommender supports real-valued ratings.

Declaration

public bool SupportsRealValuedRatings { get; }

Property Value

Type	Description
Boolean

SupportsRecommendationDiversity

Gets a value indicating whether the recommender supports item diversity in predictions.

Declaration

public bool SupportsRecommendationDiversity { get; }

Property Value

Type	Description
Boolean

SupportsRelatedItems

Gets a value indicating whether the recommender can find related items.

Declaration

public bool SupportsRelatedItems { get; }

Property Value

Type	Description
Boolean

SupportsRelatedUsers

Gets a value indicating whether the recommender can find related users.

Declaration

public bool SupportsRelatedUsers { get; }

Property Value

Type	Description
Boolean

SupportsSparseData

Gets a value indicating whether the learner supports sparse data.

Declaration

public bool SupportsSparseData { get; }

Property Value

Type	Description
Boolean

SupportsStarRatings

Gets a value indicating whether the recommender supports non-binary ratings.

Declaration

public bool SupportsStarRatings { get; }

Property Value

Type	Description
Boolean

SupportsStreamedData

Gets a value indicating whether the learner supports streamed data.

Declaration

public bool SupportsStreamedData { get; }

Property Value

Type	Description
Boolean

SupportsUserFeatures

Gets a value indicating whether the recommender supports user-specific metadata.

Declaration

public bool SupportsUserFeatures { get; }

Property Value

Type	Description
Boolean

Implements

IRecommenderCapabilities

ICapabilities