Package

com.microsoft.ml.spark

lime

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package lime

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  1. Public
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Type Members

  1. class Cluster extends AnyRef

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  2. trait HasCellSize extends Params

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  3. trait HasModifier extends Params

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  4. class ImageLIME extends Transformer with LIMEBase with Wrappable with HasModifier with HasCellSize

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    Distributed implementation of Local Interpretable Model-Agnostic Explanations (LIME)

    Distributed implementation of Local Interpretable Model-Agnostic Explanations (LIME)

    https://arxiv.org/pdf/1602.04938v1.pdf

  5. trait LIMEBase extends LIMEParams with ComplexParamsWritable

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  6. trait LIMEParams extends HasInputCol with HasOutputCol with HasPredictionCol

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  7. class Superpixel extends Logging

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  8. case class SuperpixelData(clusters: Seq[Seq[(Int, Int)]]) extends Product with Serializable

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  9. class SuperpixelTransformer extends Transformer with HasInputCol with HasOutputCol with Wrappable with DefaultParamsWritable with HasCellSize with HasModifier

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    A transformer that decomposes an image into it's superpixels

  10. class TabularLIME extends Estimator[TabularLIMEModel] with LIMEParams with Wrappable with ComplexParamsWritable

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  11. class TabularLIMEModel extends Model[TabularLIMEModel] with LIMEBase with Wrappable

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Value Members

  1. object ImageLIME extends ComplexParamsReadable[ImageLIME] with Serializable

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  2. object LIMEUtils extends Logging

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  3. object LassoUtils

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  4. object Superpixel

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    Based on "Superpixel algorithm implemented in Java" at popscan.blogspot.com/2014/12/superpixel-algorithm-implemented-in-java.html

  5. object SuperpixelData extends Serializable

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  6. object SuperpixelTransformer extends DefaultParamsReadable[SuperpixelTransformer] with Serializable

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  7. object TabularLIME extends ComplexParamsReadable[TabularLIME] with Serializable

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  8. object TabularLIMEModel extends ComplexParamsReadable[TabularLIMEModel] with Serializable

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