apps

analytics

package analytics

The analytics package contains example apps for analytics: prediction, classification or clustering.

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  1. class UCIMLMeta extends AnyRef

    The UCIMLMeta class is used to extract meta-data from a Web page.

Value Members

  1. object PokerBayes extends App

    The PokerBayes object is a sample application that uses the NaiveBayes class.

    The PokerBayes object is a sample application that uses the NaiveBayes class. Classify a poker hand consisting of 5 cards. The hand is to be classified as one of the following types of hands:

    0: Nothing in hand; not a recognized poker hand 1: One pair; one pair of equal ranks within five cards 2: Two pairs; two pairs of equal ranks within five cards 3: Three of a kind; three equal ranks within five cards 4: Straight; five cards, sequentially ranked with no gaps 5: Flush; five cards with the same suit 6: Full house; pair + different rank three of a kind 7: Four of a kind; four equal ranks within five cards 8: Straight flush; straight + flush 9: Royal flush; {Ace, King, Queen, Jack, Ten} + flush

    See also

    http://archive.ics.uci.edu/ml/datasets/Poker+Hand

    http://archive.ics.uci.edu/ml/machine-learning-databases/poker/poker-hand.names

  2. object TempPerceptron extends App

    The TempPerceptron object trains a perceptron on a small dataset of temperatures from counties in Texas where the variables/factors to consider are Latitude (x1), Elevation (x2) and Longitude (x3).

    The TempPerceptron object trains a perceptron on a small dataset of temperatures from counties in Texas where the variables/factors to consider are Latitude (x1), Elevation (x2) and Longitude (x3). The regression equation is the following:

    y = sigmoid (w dot x) = sigmoid (w0 + w1*x1 + w2*x2 + w3*x3)

  3. object TempRegression extends App

    The TempRegression object performs regression on a small dataset of temperatures from counties in Texas where the variables/factors to consider are Latitude (x1), Elevation (x2) and Longitude (x3).

    The TempRegression object performs regression on a small dataset of temperatures from counties in Texas where the variables/factors to consider are Latitude (x1), Elevation (x2) and Longitude (x3). The regression equation is the following:

    y = b dot x = b0 + b1*x1 + b2*x2 + b3*x3

    A fit is created for both the full model and a reduce model created using backward elimination.

    See also

    www.stat.ufl.edu/~winner/cases/txtemp.ppt

  4. object TennisBayes extends App

    The TennisBayes object is a sample application that uses the NaiveBayes class.

    The TennisBayes object is a sample application that uses the NaiveBayes class. Classify (No/Yes) whether a person will play tennis based on the measured integer-valued features.

    See also

    http://suanpalm3.kmutnb.ac.th/teacher/FileDL/choochart82255418560.pdf

  5. object UCIML extends App

    The UCIML object extracts meta-data from Web pages at the University of California, Irvine (UCI) Machine Learning Repository.

    The UCIML object extracts meta-data from Web pages at the University of California, Irvine (UCI) Machine Learning Repository.

    See also

    http://archive.ics.uci.edu/ml/

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