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

Predictive models

  • Multi-class SVM  Unable to render Jira issues macro, execution error.
  • Mixed effects modeling  Unable to render Jira issues macro, execution error.
  • Gradient boosted machines
  • Gaussian Mixture Model using Expectation Maximization (EM) algorithm  Unable to render Jira issues macro, execution error.
  • Hierarchical clustering
  • k-NN improvements  Unable to render Jira issues macro, execution error. Unable to render Jira issues macro, execution error.
  • Deep learning

Graph

  • Personalized PageRank  Unable to render Jira issues macro, execution error.
  • Betweenness centrality  Unable to render Jira issues macro, execution error.
  • Graph cut  Unable to render Jira issues macro, execution error.
  • Triangle counting  Unable to render Jira issues macro, execution error.
  • Minimum spanning tree
  • Eigenvector centrality  Unable to render Jira issues macro, execution error.
  • APSP performance improvements  Unable to render Jira issues macro, execution error.

Utilities

  • Balanced datasets  Unable to render Jira issues macro, execution error.
    Summary - add more statistics  Unable to render Jira issues macro, execution error.
  • Anonymization   Unable to render Jira issues macro, execution error.
  • URI tools   Unable to render Jira issues macro, execution error.

Usability

  • Expand coverage for PivotalR
  • Interface improvement and consistency for 2.0 release (does not need to be backward compatible)  Unable to render Jira issues macro, execution error.
  • Python API

Performance and scalability

  • Mini-batching  Unable to render Jira issues macro, execution error. Unable to render Jira issues macro, execution error. Unable to render Jira issues macro, execution error.
  • GPU support
  • Improve decision tree and random forest performance for run-time and memory usage  Unable to render Jira issues macro, execution error. Unable to render Jira issues macro, execution error.

Platforms and Frameworks

  • PostgreSQL 10 support  Unable to render Jira issues macro, execution error.
  • Support modern versions of gcc  Unable to render Jira issues macro, execution error.
  • Tensorflow support, or another deep learning framework

 

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