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Potential Some potential roadmap items 2017+:for 2018+ below.  For more details please see the JIRAs

Predictive models

  • Multi-class SVM 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1037
  • Mixed effects modeling 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-987
  • Gradient boosted machines
  • Novelty detection using 1-class SVM  MADLIB-990
  • Mixed effects modeling  MADLIB-987
  • Gradient boosted machines
  • k-nearest neighbors (kNN)  MADLIB-927
  • Geographically Weighted Regression (GWR) MADLIB-1023
  • MCMC Probit and Logit regression
  • Gaussian Mixture Model using Expectation Maximization (EM) algorithm MADLIB-410Multi-layer Perceptron MADLIB-413 MADLIB-1134algorithm 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-410
  • Hierarchical clustering
  • Deep learning

Graph

  • Single source shortest path  MADLIB-992
  • All pairs shortest path MADLIB-1072
  • One mode projection (converting a bi-partitite graph of user-item graph to user-user or item-item graph)
  • Connected components MADLIB-1072
  • Page rank MADLIB-1069
  • Graph cut
  • Graph measures phase 1 MPP-1073
  • Triangle counting
  • Minimum spanning tree
  • Graph measures phase 2

Utilities

  • Personalized PageRank 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1084
  • Betweenness centrality 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1121
  • Graph cut 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1074
  • Triangle counting 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1125
  • Minimum spanning tree
  • Eigenvector centrality 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1123

Utilities

  • Balanced datasets 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1168

    Summary - add more statistics 
    Jira
    serverASF JIRA
    serverId5aa69414-a9e9-3523-82ec-879b028fb15b
    keyMADLIB-1167
  • Path functions (phase 2)  MADLIB-977
  • Prediction metrics  MADLIB-907
  • Sessionization  MADLIB-909
  • Pivoting  MADLIB-908
  • Anonymization  MADLIB-911
  • URI tools  MADLIB-910Train-test split MADLIB-1119

Usability

  • Expand coverage for PivotalR
  • Expand coverage for PMML export??? (or perhaps switch to PFA???)
  • Interface improvement and consistency for 2.0 release (does not need to be backward compatible)
  • Implement an interface using named parameters
  • Python API

...