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shogun: Shogun 4.1.0 - Tajinohi no Agatamori

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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  <identifier identifierType="DOI">10.5281/zenodo.51537</identifier>
  <creators>
    <creator>
      <creatorName>Soeren Sonnenburg</creatorName>
      <affiliation>TomTom Traffic Production Unit Berlin</affiliation>
    </creator>
    <creator>
      <creatorName>Heiko Strathmann</creatorName>
    </creator>
    <creator>
      <creatorName>Sergey Lisitsyn</creatorName>
    </creator>
    <creator>
      <creatorName>Viktor Gal</creatorName>
    </creator>
    <creator>
      <creatorName>Fernando J. Iglesias García</creatorName>
      <affiliation>University of Twente</affiliation>
    </creator>
    <creator>
      <creatorName>Wu Lin</creatorName>
    </creator>
    <creator>
      <creatorName>Chiyuan Zhang</creatorName>
      <affiliation>MIT</affiliation>
    </creator>
    <creator>
      <creatorName>Soumyajit De</creatorName>
      <affiliation>Oracle India Pvt. Ltd</affiliation>
    </creator>
    <creator>
      <creatorName>frx</creatorName>
    </creator>
    <creator>
      <creatorName>tklein23</creatorName>
    </creator>
    <creator>
      <creatorName>Evgeniy Andreev</creatorName>
      <affiliation>LED Optics Design, LLC</affiliation>
    </creator>
    <creator>
      <creatorName>JonasBehr</creatorName>
    </creator>
    <creator>
      <creatorName>sploving</creatorName>
    </creator>
    <creator>
      <creatorName>Parijat Mazumdar</creatorName>
      <affiliation>University of Illinois Urbana Champaign</affiliation>
    </creator>
    <creator>
      <creatorName>Christian Widmer</creatorName>
      <affiliation>Activision-Blizzard</affiliation>
    </creator>
    <creator>
      <creatorName>Abhijeet Kislay</creatorName>
      <affiliation>University of Minnesota</affiliation>
    </creator>
    <creator>
      <creatorName>Kevin Hughes</creatorName>
      <affiliation>Shopify</affiliation>
    </creator>
    <creator>
      <creatorName>Roman Votyakov</creatorName>
    </creator>
    <creator>
      <creatorName>khalednasr</creatorName>
    </creator>
    <creator>
      <creatorName>Saurabh Mahindre</creatorName>
    </creator>
    <creator>
      <creatorName>Alesis Novik</creatorName>
    </creator>
    <creator>
      <creatorName>Abinash Panda</creatorName>
    </creator>
    <creator>
      <creatorName>Evangelos Anagnostopoulos</creatorName>
    </creator>
    <creator>
      <creatorName>Liang Pang</creatorName>
      <affiliation>ICT</affiliation>
    </creator>
    <creator>
      <creatorName>serialhex</creatorName>
      <affiliation>Level 3 Inspection</affiliation>
    </creator>
    <creator>
      <creatorName>Alex Binder</creatorName>
    </creator>
    <creator>
      <creatorName>Sanuj Sharma</creatorName>
    </creator>
    <creator>
      <creatorName>Michal Uřičář</creatorName>
      <affiliation>Czech Technical University in Prague</affiliation>
    </creator>
    <creator>
      <creatorName>Björn Esser</creatorName>
    </creator>
    <creator>
      <creatorName>Daniel Pyrathon</creatorName>
    </creator>
  </creators>
  <titles>
    <title>shogun: Shogun 4.1.0 - Tajinohi no Agatamori</title>
  </titles>
  <publisher>Zenodo</publisher>
  <publicationYear>2016</publicationYear>
  <dates>
    <date dateType="Issued">2016-02-10</date>
  </dates>
  <resourceType resourceTypeGeneral="Software"/>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://zenodo.org/record/51537</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsSupplementTo">https://github.com/shogun-toolbox/shogun/tree/shogun_4.1.0</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.5281/zenodo.591641</relatedIdentifier>
  </relatedIdentifiers>
  <version>shogun_4.1.0</version>
  <rightsList>
    <rights rightsURI="https://opensource.org/licenses/GPL-3.0">GNU General Public License v3.0 only</rights>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;This is a new feature and cleanup release.&lt;/p&gt;

&lt;p&gt;Features:&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;Added GEMPLP for approximate inference to the structured output framework [Jiaolong Xu].&lt;/li&gt;
	&lt;li&gt;Effeciency improvements of the FITC framework for GP inference (FITC_Laplce, FITC, VarDTC) [Wu Lin].&lt;/li&gt;
	&lt;li&gt;Added optimisation of inducing variables in sparse GP inference [Wu Lin].&lt;/li&gt;
	&lt;li&gt;Added optimisation methods for GP inference (Newton, Cholesky, LBFGS, ...) [Wu Lin].&lt;/li&gt;
	&lt;li&gt;Added Automatic Relevance Determination (ARD) kernel functionality for variational GP inference [Wu Lin].&lt;/li&gt;
	&lt;li&gt;Updated Notebook for variational GP inference [Wu Lin].&lt;/li&gt;
	&lt;li&gt;New framework for stochastic optimisation (L1/2 loss, mirror descent, proximal gradients, adagrad, SVRG, RMSProp, adadelta, ...) [Wu Lin].&lt;/li&gt;
	&lt;li&gt;New Shogun meta-language for automatically generating code listings in all target languages [Esben S&amp;ouml;rig].&lt;/li&gt;
	&lt;li&gt;Added periodic kernel [Esben S&amp;ouml;rig].&lt;/li&gt;
	&lt;li&gt;Add gradient output functionality in Neural Nets [Sanuj Sharma].&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Bugfixes:&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;Fixes for java_modular build using OpenJDK [Bj&amp;ouml;rn Esser].&lt;/li&gt;
	&lt;li&gt;Catch uncaught exceptions in Neural Net code [Khaled Nasr].&lt;/li&gt;
	&lt;li&gt;Fix build of modular interfaces with SWIG 3.0.5 on MacOSX [Bj&amp;ouml;rn Esser].&lt;/li&gt;
	&lt;li&gt;Fix segfaults when calling delete[] twice on SGMatrix-instances [Bj&amp;ouml;rn Esser].&lt;/li&gt;
	&lt;li&gt;Fix for building with full-hardening-(CXX|LD)FLAGS [Bj&amp;ouml;rn Esser].&lt;/li&gt;
	&lt;li&gt;Patch SWIG to fix a problem with SWIG and Python &amp;gt;= 3.5 [Bj&amp;ouml;rn Esser].&lt;/li&gt;
	&lt;li&gt;Add modshogun.rb: make sure narray is loaded before modshogun.so [Bj&amp;ouml;rn Esser].&lt;/li&gt;
	&lt;li&gt;set working-dir properly when running R (#2654) [Bj&amp;ouml;rn Esser].&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Cleanup, efficiency updates, and API Changes:&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;Added GPU based dot-products to linalg [Rahul De].&lt;/li&gt;
	&lt;li&gt;Added scale methods to linalg [Rahul De].&lt;/li&gt;
	&lt;li&gt;Added element wise products to linalg [Rahul De].&lt;/li&gt;
	&lt;li&gt;Added element-wise unary operators in linalg [Rahul De].&lt;/li&gt;
	&lt;li&gt;Dropped parameter migration framework [Heiko Strathmann].&lt;/li&gt;
	&lt;li&gt;Disabled Python integration tests by default [Sergey Lisitsyn, Heiko Strathmann].&lt;/li&gt;
&lt;/ul&gt;</description>
  </descriptions>
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