Software Open Access
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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<dct:title>shogun: Shogun 4.1.0 - Tajinohi no Agatamori</dct:title>
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<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>
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1,936
75
views
downloads
| All versions | This version | |
|---|---|---|
| Views | 1,936 | 122 |
| Downloads | 75 | 12 |
| Data volume | 403.0 MB | 75.5 MB |
| Unique views | 1,728 | 121 |
| Unique downloads | 64 | 11 |
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- February 10, 2016
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- GNU General Public License v3.0 only