OneHotModel

Instance Constructors

new OneHotModel(histogram: Seq[(V, Double)])

histogram
A histogram of (value, frequency) elements, assumed to be sorted in descending order of frequency.

Value Members

final def !=(arg0: Any): Boolean

Definition Classes
AnyRef → Any
final def ##(): Int

Definition Classes
AnyRef → Any
final def ==(arg0: Any): Boolean

Definition Classes
AnyRef → Any
final def asInstanceOf[T0]: T0

Definition Classes
Any
def clone(): AnyRef

Attributes
protected[java.lang]
Definition Classes
AnyRef
Annotations
@throws( ... )
final def eq(arg0: AnyRef): Boolean

Definition Classes
AnyRef
def finalize(): Unit

Attributes
protected[java.lang]
Definition Classes
AnyRef
Annotations
@throws( classOf[java.lang.Throwable] )
final def getClass(): Class[_]

Definition Classes
AnyRef → Any
def histExtractor(namePrefix: String = "v=", undefName: OptionalArg[String] = None, minFreq: OptionalArg[Int] = None, maxFreq: OptionalArg[Int] = None, minProb: OptionalArg[Double] = None, maxProb: OptionalArg[Double] = None, maxSize: OptionalArg[Int] = None): Extractor[TraversableOnce[V]]

Generate a histogram extractor that maps a sequence of type V to a vector where the position corresponding to each value present in the sequence is the frequency of that value in the sequence.
Generate a histogram extractor that maps a sequence of type V to a vector where the position corresponding to each value present in the sequence is the frequency of that value in the sequence.
namePrefix
a string prepended to feature names. The name of feature corresponding to value v is namePrefix + v.toString.
undefName
a "virtual" value corresponding to any value that is not in the histogram. If not set, then undefined values result in an all-zero output vector.
minFreq
If set, then histogram values with frequency < minFreq will not be defined in the extractor mapping.
maxFreq
If set, then histogram values with frequency > maxFreq will not be defined in the extractor mapping.
minProb
If set, then histogram values with probability < minProb will not be defined in the extractor mapping.
maxProb
If set, then histogram values with probability > maxProb will not be defined in the extractor mapping.
maxSize
If set, then the subsequence of histogram values that pass any of the above filters is clipped to maxSize elements, and the remaining elements are the ones defined in the extractor mapping.
returns
An extractor that implements a histogram of the values in an input sequence.

Note
the histogram filters above are applied in the following order: minFreq, maxFreq, minProb, maxProb, maxSize.
val histogram: Seq[(V, Double)]

A histogram of (value, frequency) elements, assumed to be sorted in descending order of frequency.
final def isInstanceOf[T0]: Boolean

Definition Classes
Any
def multiHotExtractor(namePrefix: String = "v=", undefName: OptionalArg[String] = None, minFreq: OptionalArg[Int] = None, maxFreq: OptionalArg[Int] = None, minProb: OptionalArg[Double] = None, maxProb: OptionalArg[Double] = None, maxSize: OptionalArg[Int] = None): Extractor[TraversableOnce[V]]

Generate a "multi-hot" extractor that maps a sequence of type V to a vector where the position corresponding to each value present in the sequence is 1, and all others elements are 0.
Generate a "multi-hot" extractor that maps a sequence of type V to a vector where the position corresponding to each value present in the sequence is 1, and all others elements are 0.
namePrefix
a string prepended to feature names. The name of feature corresponding to value v is namePrefix + v.toString.
undefName
a "virtual" value corresponding to any value that is not in the histogram. If not set, then undefined values result in an all-zero output vector.
minFreq
If set, then histogram values with frequency < minFreq will not be defined in the extractor mapping.
maxFreq
If set, then histogram values with frequency > maxFreq will not be defined in the extractor mapping.
minProb
If set, then histogram values with probability < minProb will not be defined in the extractor mapping.
maxProb
If set, then histogram values with probability > maxProb will not be defined in the extractor mapping.
maxSize
If set, then the subsequence of histogram values that pass any of the above filters is clipped to maxSize elements, and the remaining elements are the ones defined in the extractor mapping.
returns
An extractor that implements a multi-hot encoding of values in an input sequence.

Note
the histogram filters above are applied in the following order: minFreq, maxFreq, minProb, maxProb, maxSize.
final def ne(arg0: AnyRef): Boolean

Definition Classes
AnyRef
final def notify(): Unit

Definition Classes
AnyRef
final def notifyAll(): Unit

Definition Classes
AnyRef
def oneHotExtractor(namePrefix: String = "v=", undefName: OptionalArg[String] = None, minFreq: OptionalArg[Int] = None, maxFreq: OptionalArg[Int] = None, minProb: OptionalArg[Double] = None, maxProb: OptionalArg[Double] = None, maxSize: OptionalArg[Int] = None): Extractor[V]

Generate a "one-hot" extractor that maps a value of type V to a vector where the position corresponding to that value is 1, and all others elements are 0.
Generate a "one-hot" extractor that maps a value of type V to a vector where the position corresponding to that value is 1, and all others elements are 0.
namePrefix
a string prepended to feature names. The name of feature corresponding to value v is namePrefix + v.toString.
undefName
a "virtual" value corresponding to any value that is not in the histogram. If not set, then undefined values result in an all-zero output vector.
minFreq
If set, then histogram values with frequency < minFreq will not be defined in the extractor mapping.
maxFreq
If set, then histogram values with frequency > maxFreq will not be defined in the extractor mapping.
minProb
If set, then histogram values with probability < minProb will not be defined in the extractor mapping.
maxProb
If set, then histogram values with probability > maxProb will not be defined in the extractor mapping.
maxSize
If set, then the subsequence of histogram values that pass any of the above filters is clipped to maxSize elements, and the remaining elements are the ones defined in the extractor mapping.
returns
An extractor that implements a one-hot encoding of input values.

Note
the histogram filters above are applied in the following order: minFreq, maxFreq, minProb, maxProb, maxSize.
final def synchronized[T0](arg0: ⇒ T0): T0

Definition Classes
AnyRef
final def wait(): Unit

Definition Classes
AnyRef
Annotations
@throws( ... )
final def wait(arg0: Long, arg1: Int): Unit

Definition Classes
AnyRef
Annotations
@throws( ... )
final def wait(arg0: Long): Unit

Definition Classes
AnyRef
Annotations
@throws( ... )

Related Doc: package onehot

case class OneHotModel[V](histogram: Seq[(V, Double)]) extends Product with Serializable

Instance Constructors

new OneHotModel(histogram: Seq[(V, Double)])

Value Members

final def !=(arg0: Any): Boolean

final def ##(): Int

final def ==(arg0: Any): Boolean

final def asInstanceOf[T0]: T0

def clone(): AnyRef

final def eq(arg0: AnyRef): Boolean

def finalize(): Unit

final def getClass(): Class[_]

def histExtractor(namePrefix: String = "v=", undefName: OptionalArg[String] = None, minFreq: OptionalArg[Int] = None, maxFreq: OptionalArg[Int] = None, minProb: OptionalArg[Double] = None, maxProb: OptionalArg[Double] = None, maxSize: OptionalArg[Int] = None): Extractor[TraversableOnce[V]]

val histogram: Seq[(V, Double)]

final def isInstanceOf[T0]: Boolean

def multiHotExtractor(namePrefix: String = "v=", undefName: OptionalArg[String] = None, minFreq: OptionalArg[Int] = None, maxFreq: OptionalArg[Int] = None, minProb: OptionalArg[Double] = None, maxProb: OptionalArg[Double] = None, maxSize: OptionalArg[Int] = None): Extractor[TraversableOnce[V]]

final def ne(arg0: AnyRef): Boolean

final def notify(): Unit

final def notifyAll(): Unit

def oneHotExtractor(namePrefix: String = "v=", undefName: OptionalArg[String] = None, minFreq: OptionalArg[Int] = None, maxFreq: OptionalArg[Int] = None, minProb: OptionalArg[Double] = None, maxProb: OptionalArg[Double] = None, maxSize: OptionalArg[Int] = None): Extractor[V]

final def synchronized[T0](arg0: ⇒ T0): T0

final def wait(): Unit

final def wait(arg0: Long, arg1: Int): Unit

final def wait(arg0: Long): Unit

Inherited from Serializable

Inherited from Serializable

Inherited from Product

Inherited from Equals

Inherited from AnyRef

Inherited from Any

Ungrouped