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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Tajinohi no Agatamori</dct:title> <dct:publisher> <foaf:Agent> <foaf:name>Zenodo</foaf:name> </foaf:Agent> </dct:publisher> <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#gYear">2016</dct:issued> <dct:issued rdf:datatype="http://www.w3.org/2001/XMLSchema#date">2016-02-10</dct:issued> <owl:sameAs rdf:resource="https://zenodo.org/record/51537"/> <adms:identifier> <adms:Identifier> <skos:notation rdf:datatype="http://www.w3.org/2001/XMLSchema#anyURI">https://zenodo.org/record/51537</skos:notation> <adms:schemeAgency>url</adms:schemeAgency> </adms:Identifier> </adms:identifier> <dct:relation rdf:resource="https://github.com/shogun-toolbox/shogun/tree/shogun_4.1.0"/> <dct:isVersionOf rdf:resource="https://doi.org/10.5281/zenodo.591641"/> <owl:versionInfo>shogun_4.1.0</owl:versionInfo> <dct:description><p>This is a new feature and cleanup release.</p> <p>Features:</p> <ul> <li>Added GEMPLP for approximate inference to the structured output framework [Jiaolong Xu].</li> <li>Effeciency improvements of the FITC framework for GP inference (FITC_Laplce, FITC, VarDTC) [Wu Lin].</li> <li>Added optimisation of inducing variables in sparse GP inference [Wu Lin].</li> <li>Added optimisation methods for GP inference (Newton, Cholesky, LBFGS, ...) [Wu Lin].</li> <li>Added Automatic Relevance Determination (ARD) kernel functionality for variational GP inference [Wu Lin].</li> <li>Updated Notebook for variational GP inference [Wu Lin].</li> <li>New framework for stochastic optimisation (L1/2 loss, mirror descent, proximal gradients, adagrad, SVRG, RMSProp, adadelta, ...) [Wu Lin].</li> <li>New Shogun meta-language for automatically generating code listings in all target languages [Esben S&ouml;rig].</li> <li>Added periodic kernel [Esben S&ouml;rig].</li> <li>Add gradient output functionality in Neural Nets [Sanuj Sharma].</li> </ul> <p>Bugfixes:</p> <ul> <li>Fixes for java_modular build using OpenJDK [Bj&ouml;rn Esser].</li> <li>Catch uncaught exceptions in Neural Net code [Khaled Nasr].</li> <li>Fix build of modular interfaces with SWIG 3.0.5 on MacOSX [Bj&ouml;rn Esser].</li> <li>Fix segfaults when calling delete[] twice on SGMatrix-instances [Bj&ouml;rn Esser].</li> <li>Fix for building with full-hardening-(CXX|LD)FLAGS [Bj&ouml;rn Esser].</li> <li>Patch SWIG to fix a problem with SWIG and Python &gt;= 3.5 [Bj&ouml;rn Esser].</li> <li>Add modshogun.rb: make sure narray is loaded before modshogun.so [Bj&ouml;rn Esser].</li> <li>set working-dir properly when running R (#2654) [Bj&ouml;rn Esser].</li> </ul> <p>Cleanup, efficiency updates, and API Changes:</p> <ul> <li>Added GPU based dot-products to linalg [Rahul De].</li> <li>Added scale methods to linalg [Rahul De].</li> <li>Added element wise products to linalg [Rahul De].</li> <li>Added element-wise unary operators in linalg [Rahul De].</li> <li>Dropped parameter migration framework [Heiko Strathmann].</li> <li>Disabled Python integration tests by default [Sergey Lisitsyn, Heiko Strathmann].</li> </ul></dct:description> <dct:accessRights rdf:resource="http://publications.europa.eu/resource/authority/access-right/PUBLIC"/> <dct:accessRights> <dct:RightsStatement rdf:about="info:eu-repo/semantics/openAccess"> <rdfs:label>Open Access</rdfs:label> </dct:RightsStatement> </dct:accessRights> <dcat:distribution> <dcat:Distribution> <dct:rights> <dct:RightsStatement rdf:about="https://opensource.org/licenses/GPL-3.0"> <rdfs:label>GNU General Public License v3.0 only</rdfs:label> </dct:RightsStatement> </dct:rights> <dcat:accessURL rdf:resource="https://doi.org/10.5281/zenodo.51537"/> </dcat:Distribution> </dcat:distribution> <dcat:distribution> <dcat:Distribution> <dcat:accessURL>https://doi.org/10.5281/zenodo.51537</dcat:accessURL> <dcat:byteSize>6292034</dcat:byteSize> <dcat:downloadURL>https://zenodo.org/record/51537/files/shogun-shogun_4.1.0.zip</dcat:downloadURL> <dcat:mediaType>application/zip</dcat:mediaType> </dcat:Distribution> </dcat:distribution> </rdf:Description> </rdf:RDF>
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