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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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    <subfield code="a">shogun: Shogun 4.1.0 - Tajinohi no Agatamori</subfield>
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    <subfield code="a">&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;
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