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  • Dealing with Large CSV Files in R
    Dealing with Large CSV Files in R This article shows how to deal with very large CSV files ... “term15 2010 1” to represent the bin for January 2010’s term15 premiums. Comments are provided to demonstrate ...

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    • Authors: Jeff T Heaton
    • Date: Apr 2017
    • Competency: Technical Skills & Analytical Problem Solving>Innovative solutions
    • Publication Name: CompAct
    • Topics: Technology & Applications
  • Introduction to PMML in R
    Introduction to PMML in R Introduction to PMML and how to use of it in the R programming language. PMML ... data=trainData, ntree=100,proximity=TRUE) table(predict(rf),trainData$Species) # convertto pmml ...

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    • Authors: Jeff T Heaton
    • Date: Aug 2018
    • Competency: Technical Skills & Analytical Problem Solving>Innovative solutions
    • Publication Name: Predictive Analytics and Futurism Newsletter
    • Topics: Predictive Analytics
  • The Third Generation of Neural Networks
    hyperbolic tangent. Unfor- tunately, all sigmoidal (s-shaped) activation functions are difficult to train ... The weights resulting from FIGURE 4: SIGMOIDAL (S-SHAPED) ACTIVATION FUNCTION DERIVATIVES The above ...

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    • Authors: Jeff T Heaton
    • Date: Dec 2015
    • Competency: Technical Skills & Analytical Problem Solving>Innovative solutions
    • Publication Name: Predictive Analytics and Futurism Newsletter
    • Topics: Modeling & Statistical Methods>Data mining
  • A NEAT Approach to Neural Network Structure
    A NEAT Approach to Neural Network Structure This article discussed the NEAT family of neural ... Networks. Artificial Life 15(2): 185–212. • Risi, S., J. Lehman and K. Stanley. 2010. Evolving the Placement ...

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    • Authors: Jeff T Heaton
    • Date: Dec 2013
    • Competency: Technical Skills & Analytical Problem Solving>Innovative solutions; Technical Skills & Analytical Problem Solving>Problem analysis and definition
    • Publication Name: Predictive Analytics and Futurism Newsletter
    • Topics: Technology & Applications>Analytics and informatics; Technology & Applications>Business intelligence; Technology & Applications>Computer science
  • Regression and Classification, a Deeper Look
    Regression and Classification, a Deeper Look A look into how machine learning models implement ... H2, etc., working forward until the output neuron(s) are calculated. The output for a GLM is calculated ...

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    • Authors: Jeff T Heaton
    • Date: Jul 2016
    • Competency: Technical Skills & Analytical Problem Solving>Innovative solutions
    • Publication Name: Predictive Analytics and Futurism Newsletter
    • Topics: Predictive Analytics; Technology & Applications