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
2016-02-10
<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 Sörig].</li>
<li>Added periodic kernel [Esben Sörig].</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 [Björn 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 [Björn Esser].</li>
<li>Fix segfaults when calling delete[] twice on SGMatrix-instances [Björn Esser].</li>
<li>Fix for building with full-hardening-(CXX|LD)FLAGS [Björn Esser].</li>
<li>Patch SWIG to fix a problem with SWIG and Python >= 3.5 [Björn Esser].</li>
<li>Add modshogun.rb: make sure narray is loaded before modshogun.so [Björn Esser].</li>
<li>set working-dir properly when running R (#2654) [Björn 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>
https://doi.org/10.5281/zenodo.51537
oai:zenodo.org:51537
Zenodo
https://github.com/shogun-toolbox/shogun/tree/shogun_4.1.0
https://doi.org/10.5281/zenodo.591641
info:eu-repo/semantics/openAccess
GNU General Public License v2.0 only
https://www.gnu.org/licenses/old-licenses/gpl-2.0-standalone.html
shogun: Shogun 4.1.0 - Tajinohi no Agatamori
info:eu-repo/semantics/other