Versions Compared

Key

  • This line was added.
  • This line was removed.
  • Formatting was changed.

Candidate Potential roadmap items 2016+:

Predictive models

  • Novelty detection using 1-class SVM  MADLIB-990
  • Mixed effects modeling  MADLIB-987
  • Factorization machines
  • k-nearest neighbors (kNN)  MADLIB-927
  • Geographically Weighted Regression (GWR)
  • MCMC Probit and Logit regression
  • Gaussian Mixture Model using Expectation Maximization (EM) algorithm
  • Multi-layer Perceptron
  • Hierarchical clustering

Graph

  • Shortest path  MADLIB-992
  • Standard traversal
    • depth first search
    • breadth first search
    • topological sort
  • One mode projection (converting a bi-partitite graph of user-item graph to user-user or item-item graph)
  • Connected components
  • Page rank
  • Hierarchical graph cut
  • Between-ness centrality
  • Minimum spanning tree

Utilities

...

  • Work around PostgreSQL 1 GB field size limit  MADLIB-991
  • GPU support

Platform

  • Support for PostgreSQL 9.5 and 9.6  MADLIB-944
  • Tensorflow support