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shogun-toolbox/shogun: Shogun 5.0.0 - Ōtomo no Yakamochi

Soeren Sonnenburg; Heiko Strathmann; Sergey Lisitsyn; Viktor Gal; Fernando J. Iglesias García; Wu Lin; Chiyuan Zhang; Soumyajit De; frx; tklein23; Evgeniy Andreev; JonasBehr; sploving; Parijat Mazumdar; Christian Widmer; Abhijeet Kislay; Saurabh Mahindre; Kevin Hughes; Roman Votyakov; khalednasr; Sanuj Sharma; Alesis Novik; Abinash Panda; Evangelos Anagnostopoulos; Liang Pang; serialhex; Alex Binder; Esben Sørig; Michal Uřičář; Björn Esser

Features

  • GSoC 2016 project of Saurabh Mahindre: Major efficiency improvements for KMeans, LARS, Random Forests, Bagging, KNN.
  • Add new Shogun cookbook for documentation and testing across all target languages [Heiko Strathmann, Sergey Lisitsyn, Esben Sorig, Viktor Gal].
  • Added option to learn CombinedKernel weights with GP approximate inference [Wu Lin].
  • LARS now supports 32, 64, and 128 bit floating point numbers [Chris Goldsworthy].
Bugfixes:
  • Fix gTest segfaults with GCC >= 6.0.0 [Björn Esser].
  • Make Java and CSharp install-dir configurable [Björn Esser].
  • Autogenerate modshogun.rb with correct module-suffix [Björn Esser].
  • Fix KMeans++ initialization [Saurabh Mahindre].
Cleanup, efficiency updates, and API Changes:
  • Make Eigen3 a hard requirement. Bundle if not found on system. [Heiko Strathmann]
  • Drop ALGLIB (GPL) dependency in CStatistics and ship CDFLIB (public domain) instead [Heiko Strathmann]
  • Drop p-value estimation in model-selection [Heiko Strathmann]
  • Static interfaces have been removed [Viktor Gal]
  • New base class ShiftInvariantKernel of which GaussianKernel inherits [Rahul De].
NOTE

This version contains a new CMake option USE_GPL_SHOGUN, which when set to OFF will exclude all GPL codes from Shogun [Heiko Strathmann].

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Publication date:
November 4, 2016
DOI:
10.5281/zenodo.164882

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https://github.com/shogun-toolbox/shogun/tree/shogun_5.0.0
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Versions

Version shogun_6.1.0 10.5281/zenodo.1067840 Nov 28, 2017
Version shogun_6.0.0 10.5281/zenodo.556748 Apr 23, 2017
Version shogun_5.0.0 10.5281/zenodo.164882 Nov 4, 2016
Version shogun_4.1.0 10.5281/zenodo.51537 Feb 10, 2016
Cite all versions? You can cite all versions by using the DOI 10.5281/zenodo.591641. This DOI represents all versions, and will always resolve to the latest one. Read more.

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