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shogun: Shogun 4.1.0 - Tajinohi no Agatamori

Authors: Soeren Sonnenburg; Heiko Strathmann; Sergey Lisitsyn; Viktor Gal; Fernando J. Iglesias García; Wu Lin; Chiyuan Zhang; +23 Authors

shogun: Shogun 4.1.0 - Tajinohi no Agatamori

Abstract

This is a new feature and cleanup release. Features: Added GEMPLP for approximate inference to the structured output framework [Jiaolong Xu]. Effeciency improvements of the FITC framework for GP inference (FITC_Laplce, FITC, VarDTC) [Wu Lin]. Added optimisation of inducing variables in sparse GP inference [Wu Lin]. Added optimisation methods for GP inference (Newton, Cholesky, LBFGS, ...) [Wu Lin]. Added Automatic Relevance Determination (ARD) kernel functionality for variational GP inference [Wu Lin]. Updated Notebook for variational GP inference [Wu Lin]. New framework for stochastic optimisation (L1/2 loss, mirror descent, proximal gradients, adagrad, SVRG, RMSProp, adadelta, ...) [Wu Lin]. New Shogun meta-language for automatically generating code listings in all target languages [Esben Sörig]. Added periodic kernel [Esben Sörig]. Add gradient output functionality in Neural Nets [Sanuj Sharma]. Bugfixes: Fixes for java_modular build using OpenJDK [Björn Esser]. Catch uncaught exceptions in Neural Net code [Khaled Nasr]. Fix build of modular interfaces with SWIG 3.0.5 on MacOSX [Björn Esser]. Fix segfaults when calling delete[] twice on SGMatrix-instances [Björn Esser]. Fix for building with full-hardening-(CXX|LD)FLAGS [Björn Esser]. Patch SWIG to fix a problem with SWIG and Python >= 3.5 [Björn Esser]. Add modshogun.rb: make sure narray is loaded before modshogun.so [Björn Esser]. set working-dir properly when running R (#2654) [Björn Esser]. Cleanup, efficiency updates, and API Changes: Added GPU based dot-products to linalg [Rahul De]. Added scale methods to linalg [Rahul De]. Added element wise products to linalg [Rahul De]. Added element-wise unary operators in linalg [Rahul De]. Dropped parameter migration framework [Heiko Strathmann]. Disabled Python integration tests by default [Sergey Lisitsyn, Heiko Strathmann].

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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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