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
{ "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 Sörig].</li>\n\t<li>Added periodic kernel [Esben Sörig].</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 [Björn 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 [Björn Esser].</li>\n\t<li>Fix segfaults when calling delete[] twice on SGMatrix-instances [Björn Esser].</li>\n\t<li>Fix for building with full-hardening-(CXX|LD)FLAGS [Björn Esser].</li>\n\t<li>Patch SWIG to fix a problem with SWIG and Python >= 3.5 [Björn Esser].</li>\n\t<li>Add modshogun.rb: make sure narray is loaded before modshogun.so [Björn Esser].</li>\n\t<li>set working-dir properly when running R (#2654) [Björn 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" }, { "@type": "Person", "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" } ], "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" }
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Data volume | 403.0 MB | 75.5 MB |
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Unique downloads | 64 | 11 |