February 10, 2016 Software Open Access

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; Kevin Hughes; Roman Votyakov; khalednasr; Saurabh Mahindre; Alesis Novik; Abinash Panda; Evangelos Anagnostopoulos; Liang Pang; serialhex; Alex Binder; Sanuj Sharma; Michal Uřičář; Björn Esser; Daniel Pyrathon

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{
  "description": "<p>This is a new feature and cleanup release.</p>\n\n<p>Features:</p>\n\n<ul>\n\t<li>Added GEMPLP for approximate inference to the structured output framework [Jiaolong Xu].</li>\n\t<li>Effeciency improvements of the FITC framework for GP inference (FITC_Laplce, FITC, VarDTC) [Wu Lin].</li>\n\t<li>Added optimisation of inducing variables in sparse GP inference [Wu Lin].</li>\n\t<li>Added optimisation methods for GP inference (Newton, Cholesky, LBFGS, ...) [Wu Lin].</li>\n\t<li>Added Automatic Relevance Determination (ARD) kernel functionality for variational GP inference [Wu Lin].</li>\n\t<li>Updated Notebook for variational GP inference [Wu Lin].</li>\n\t<li>New framework for stochastic optimisation (L1/2 loss, mirror descent, proximal gradients, adagrad, SVRG, RMSProp, adadelta, ...) [Wu Lin].</li>\n\t<li>New Shogun meta-language for automatically generating code listings in all target languages [Esben S&ouml;rig].</li>\n\t<li>Added periodic kernel [Esben S&ouml;rig].</li>\n\t<li>Add gradient output functionality in Neural Nets [Sanuj Sharma].</li>\n</ul>\n\n<p>Bugfixes:</p>\n\n<ul>\n\t<li>Fixes for java_modular build using OpenJDK [Bj&ouml;rn Esser].</li>\n\t<li>Catch uncaught exceptions in Neural Net code [Khaled Nasr].</li>\n\t<li>Fix build of modular interfaces with SWIG 3.0.5 on MacOSX [Bj&ouml;rn Esser].</li>\n\t<li>Fix segfaults when calling delete[] twice on SGMatrix-instances [Bj&ouml;rn Esser].</li>\n\t<li>Fix for building with full-hardening-(CXX|LD)FLAGS [Bj&ouml;rn Esser].</li>\n\t<li>Patch SWIG to fix a problem with SWIG and Python &gt;= 3.5 [Bj&ouml;rn Esser].</li>\n\t<li>Add modshogun.rb: make sure narray is loaded before modshogun.so [Bj&ouml;rn Esser].</li>\n\t<li>set working-dir properly when running R (#2654) [Bj&ouml;rn Esser].</li>\n</ul>\n\n<p>Cleanup, efficiency updates, and API Changes:</p>\n\n<ul>\n\t<li>Added GPU based dot-products to linalg [Rahul De].</li>\n\t<li>Added scale methods to linalg [Rahul De].</li>\n\t<li>Added element wise products to linalg [Rahul De].</li>\n\t<li>Added element-wise unary operators in linalg [Rahul De].</li>\n\t<li>Dropped parameter migration framework [Heiko Strathmann].</li>\n\t<li>Disabled Python integration tests by default [Sergey Lisitsyn, Heiko Strathmann].</li>\n</ul>", 
  "license": "https://opensource.org/licenses/GPL-3.0", 
  "creator": [
    {
      "affiliation": "TomTom Traffic Production Unit Berlin", 
      "@type": "Person", 
      "name": "Soeren Sonnenburg"
    }, 
    {
      "@type": "Person", 
      "name": "Heiko Strathmann"
    }, 
    {
      "@type": "Person", 
      "name": "Sergey Lisitsyn"
    }, 
    {
      "@type": "Person", 
      "name": "Viktor Gal"
    }, 
    {
      "affiliation": "University of Twente", 
      "@type": "Person", 
      "name": "Fernando J. Iglesias Garc\u00eda"
    }, 
    {
      "@type": "Person", 
      "name": "Wu Lin"
    }, 
    {
      "affiliation": "MIT", 
      "@type": "Person", 
      "name": "Chiyuan Zhang"
    }, 
    {
      "affiliation": "Oracle India Pvt. Ltd", 
      "@type": "Person", 
      "name": "Soumyajit De"
    }, 
    {
      "@type": "Person", 
      "name": "frx"
    }, 
    {
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      "name": "tklein23"
    }, 
    {
      "affiliation": "LED Optics Design, LLC", 
      "@type": "Person", 
      "name": "Evgeniy Andreev"
    }, 
    {
      "@type": "Person", 
      "name": "JonasBehr"
    }, 
    {
      "@type": "Person", 
      "name": "sploving"
    }, 
    {
      "affiliation": "University of Illinois Urbana Champaign", 
      "@type": "Person", 
      "name": "Parijat Mazumdar"
    }, 
    {
      "affiliation": "Activision-Blizzard", 
      "@type": "Person", 
      "name": "Christian Widmer"
    }, 
    {
      "affiliation": "University of Minnesota", 
      "@type": "Person", 
      "name": "Abhijeet Kislay"
    }, 
    {
      "affiliation": "Shopify", 
      "@type": "Person", 
      "name": "Kevin Hughes"
    }, 
    {
      "@type": "Person", 
      "name": "Roman Votyakov"
    }, 
    {
      "@type": "Person", 
      "name": "khalednasr"
    }, 
    {
      "@type": "Person", 
      "name": "Saurabh Mahindre"
    }, 
    {
      "@type": "Person", 
      "name": "Alesis Novik"
    }, 
    {
      "@type": "Person", 
      "name": "Abinash Panda"
    }, 
    {
      "@type": "Person", 
      "name": "Evangelos Anagnostopoulos"
    }, 
    {
      "affiliation": "ICT", 
      "@type": "Person", 
      "name": "Liang Pang"
    }, 
    {
      "affiliation": "Level 3 Inspection", 
      "@type": "Person", 
      "name": "serialhex"
    }, 
    {
      "@type": "Person", 
      "name": "Alex Binder"
    }, 
    {
      "@type": "Person", 
      "name": "Sanuj Sharma"
    }, 
    {
      "affiliation": "Czech Technical University in Prague", 
      "@type": "Person", 
      "name": "Michal U\u0159i\u010d\u00e1\u0159"
    }, 
    {
      "@type": "Person", 
      "name": "Bj\u00f6rn Esser"
    }, 
    {
      "@type": "Person", 
      "name": "Daniel Pyrathon"
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  ], 
  "url": "https://zenodo.org/record/51537", 
  "codeRepository": "https://github.com/shogun-toolbox/shogun/tree/shogun_4.1.0", 
  "datePublished": "2016-02-10", 
  "version": "shogun_4.1.0", 
  "@context": "https://schema.org/", 
  "identifier": "https://doi.org/10.5281/zenodo.51537", 
  "@id": "https://doi.org/10.5281/zenodo.51537", 
  "@type": "SoftwareSourceCode", 
  "name": "shogun: Shogun 4.1.0 - Tajinohi no Agatamori"
}