Passive Aggressive Algorithms

Implementing Algorithms from Crammer et al. "Online Passive-Aggressive Algorithms"¹

This Package builds upon OnlineStatsBase.jl

TODO

• add testing
  • basic test per implemented algorithm.
  • more comprehensive testing
• add all variants
  • basic PAC
    • PA-I PAC
    • PA-II PAC
  • basic PAR
    • PA-I PAR
    • PA-II PAR
  • Uniclass PAC
    • Adaptive Variant !currently broken?
  • Multilabel / Multiclass PAC
    • Cost-Sensitive Variant
    • PB Update
    • ML Update
  • Prototype PAC

Footnotes

1. K. Crammer, O. Dekel, J. Keshet, S. Shalev-Shwartz, and Y. Singer, “Online Passive-Aggressive Algorithms,” Journal of Machine Learning Research, vol. 7, no. 19, pp. 551–585, 2006. ↩