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io.citrine.lolo.validation

CoefficientOfDetermination

case object CoefficientOfDetermination extends Merit[Double] with Product with Serializable

R2 = 1 - MSE(y) / Var(y), where y is the predicted variable

Linear Supertypes
Serializable, Product, Equals, Merit[Double], AnyRef, Any
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Inherited
  1. CoefficientOfDetermination
  2. Serializable
  3. Product
  4. Equals
  5. Merit
  6. AnyRef
  7. Any
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Visibility
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  2. Protected

Value Members

  1. final def !=(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  2. final def ##: Int
    Definition Classes
    AnyRef → Any
  3. final def ==(arg0: Any): Boolean
    Definition Classes
    AnyRef → Any
  4. final def asInstanceOf[T0]: T0
    Definition Classes
    Any
  5. def clone(): AnyRef
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.CloneNotSupportedException]) @native()
  6. final def eq(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  7. def equals(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef → Any
  8. def estimate(pva: Iterable[(PredictionResult[Double], Seq[Double])], rng: Random = Random): (Double, Double)

    Estimate the merit and the uncertainty in the merit over batches of predicted and ground-truth values

    Estimate the merit and the uncertainty in the merit over batches of predicted and ground-truth values

    pva

    predicted-vs-actual data as an iterable over PredictionResult and ground-truth tuples

    returns

    the estimate of the merit value and the uncertainty in that estimate

    Definition Classes
    Merit
  9. def evaluate(predictionResult: PredictionResult[Double], actual: Seq[Double], rng: Random = Random): Double

    Apply the figure of merti to a prediction result and set of ground-truth values

    Apply the figure of merti to a prediction result and set of ground-truth values

    returns

    the value of the figure of merit

    Definition Classes
    CoefficientOfDeterminationMerit
  10. def finalize(): Unit
    Attributes
    protected[lang]
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.Throwable])
  11. final def getClass(): Class[_ <: AnyRef]
    Definition Classes
    AnyRef → Any
    Annotations
    @native()
  12. final def isInstanceOf[T0]: Boolean
    Definition Classes
    Any
  13. final def ne(arg0: AnyRef): Boolean
    Definition Classes
    AnyRef
  14. final def notify(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  15. final def notifyAll(): Unit
    Definition Classes
    AnyRef
    Annotations
    @native()
  16. def productElementName(n: Int): String
    Definition Classes
    Product
  17. def productElementNames: Iterator[String]
    Definition Classes
    Product
  18. final def synchronized[T0](arg0: => T0): T0
    Definition Classes
    AnyRef
  19. final def wait(): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.InterruptedException])
  20. final def wait(arg0: Long, arg1: Int): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.InterruptedException])
  21. final def wait(arg0: Long): Unit
    Definition Classes
    AnyRef
    Annotations
    @throws(classOf[java.lang.InterruptedException]) @native()

Inherited from Serializable

Inherited from Product

Inherited from Equals

Inherited from Merit[Double]

Inherited from AnyRef

Inherited from Any

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