Class: Google::Apis::MlV1::GoogleCloudMlV1SampledShapleyAttribution

Inherits:

Object

• Object
• Google::Apis::MlV1::GoogleCloudMlV1SampledShapleyAttribution

Includes:

Core::Hashable, Core::JsonObjectSupport

Defined in:

lib/google/apis/ml_v1/classes.rb,
lib/google/apis/ml_v1/representations.rb,
lib/google/apis/ml_v1/representations.rb

Overview

An attribution method that approximates Shapley values for features that contribute to the label being predicted. A sampling strategy is used to approximate the value rather than considering all subsets of features.

Instance Attribute Summary

• #num_paths ⇒ Fixnum

  The number of feature permutations to consider when approximating the Shapley values.

Instance Method Summary

• #initialize(**args) ⇒ GoogleCloudMlV1SampledShapleyAttribution constructor

  A new instance of GoogleCloudMlV1SampledShapleyAttribution.

• #update!(**args) ⇒ Object

  Update properties of this object.

Constructor Details

#initialize(**args) ⇒ GoogleCloudMlV1SampledShapleyAttribution

Returns a new instance of GoogleCloudMlV1SampledShapleyAttribution.

# File 'lib/google/apis/ml_v1/classes.rb', line 2336

def initialize(**args)
   update!(**args)
end

Instance Attribute Details

#num_paths ⇒ Fixnum

The number of feature permutations to consider when approximating the Shapley values. Corresponds to the JSON property numPaths

Returns:

• (Fixnum)

# File 'lib/google/apis/ml_v1/classes.rb', line 2334

def num_paths
  @num_paths
end

Instance Method Details

#update!(**args) ⇒ Object

Update properties of this object

# File 'lib/google/apis/ml_v1/classes.rb', line 2341

def update!(**args)
  @num_paths = args[:num_paths] if args.key?(:num_paths)
end