Packages

package lime

Ordering
  1. Alphabetic
Visibility
  1. Public
  2. All

Type Members

  1. class Cluster extends AnyRef
  2. trait HasCellSize extends Params
  3. trait HasModifier extends Params
  4. trait LIMEBase extends LIMEParams with ComplexParamsWritable
  5. trait LIMEParams extends HasInputCol with HasOutputCol with HasPredictionCol
  6. class Superpixel extends Logging
  7. case class SuperpixelData(clusters: Seq[Seq[(Int, Int)]]) extends Product with Serializable
  8. class SuperpixelTransformer extends Transformer with HasInputCol with HasOutputCol with Wrappable with DefaultParamsWritable with HasCellSize with HasModifier with BasicLogging

    A transformer that decomposes an image into it's superpixels

  9. class ImageLIME extends Transformer with LIMEBase with Wrappable with HasModifier with HasCellSize with BasicLogging

    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

    Annotations
    @deprecated
    Deprecated

    (Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.ImageLIME'.

  10. class TabularLIME extends Estimator[TabularLIMEModel] with LIMEParams with Wrappable with ComplexParamsWritable with BasicLogging
    Annotations
    @deprecated
    Deprecated

    (Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.VectorLIME'.

  11. class TabularLIMEModel extends Model[TabularLIMEModel] with LIMEBase with Wrappable with BasicLogging
    Annotations
    @deprecated
    Deprecated

    (Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.VectorLIME'.

  12. class TextLIME extends Model[TextLIME] with LIMEBase with Wrappable with BasicLogging

    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

    Annotations
    @deprecated
    Deprecated

    (Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.TextLIME'.

Value Members

  1. object LIMEUtils extends Logging
  2. object LassoUtils
  3. object Superpixel

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

  4. object SuperpixelData extends Serializable
  5. object SuperpixelTransformer extends DefaultParamsReadable[SuperpixelTransformer] with Serializable
  6. object TextLIME extends ComplexParamsReadable[TextLIME] with Serializable

Deprecated Value Members

  1. object ImageLIME extends ComplexParamsReadable[ImageLIME] with Serializable
    Annotations
    @deprecated
    Deprecated

    (Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.ImageLIME'.

  2. object TabularLIME extends ComplexParamsReadable[TabularLIME] with Serializable
    Annotations
    @deprecated
    Deprecated

    (Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.VectorLIME'.

  3. object TabularLIMEModel extends ComplexParamsReadable[TabularLIMEModel] with Serializable
    Annotations
    @deprecated
    Deprecated

    (Since version 1.0.0-rc3) Please use 'com.microsoft.azure.synapse.ml.explainers.VectorLIME'.

Ungrouped