/orbitmap

orbitmap (kdd2019)

Primary LanguagePython

OrbitMap@KDD'19

Author: Yasuko Matsubara

OrbitMap

Copyright (C) 2019--2020 Yasuko Matsubara & Yasushi Sakurai

OrbitMap is freely available for non-commercial purposes. If you intend to use OrbitMap for a commercial purpose, please contact us by email at [yasuko@sanken.osaka-u.ac.jp]


Introduction

This is a python code of OrbitMap.

https://www.dm.sanken.osaka-u.ac.jp/~yasuko/software.html#orbitmap


Quick demo

# OrbitMap sample (visualization) 
$ make sample 

# OrbitMap sample (visualization - animation) 
$ make samplea 


# OrbitMap demo
$ make demo

Installation

You will need to install "lmfit" and "pykalman",

 - lmfit (in fit.py): 
	https://lmfit.github.io/lmfit-py/
 - sklearn (in kf.py):
   	https://pykalman.github.io/

Datasets

Please see...

  • ./_dat/
  • ./_out/

References

Yasuko Matsubara, Yasushi Sakurai, "Dynamic Modeling and Forecasting of Time-evolving Data Streams", SIGKDD 2019.


Updates

  • Created: 2019-08-01
  • Updated: 2019-12-23
  • Updated: 2020-04-24
  • Updated: 2020-05-09
  • Updated: 2020-05-12