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jolars
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sgdnet
Fast Sparse Linear Models for Big Data with SAGA
https://jolars.github.io/sgdnet/
GNU General Public License v3.0
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Faster SubSampling for Minibatches
#30
michaelweylandt
opened
5 years ago
3
Add observation weights
#29
wzzlcss
opened
5 years ago
3
Optimize batch size and batch step size
#28
wzzlcss
opened
5 years ago
7
Poisson family and line-search procedure
#27
wzzlcss
opened
5 years ago
6
[WIP] MCP and SCAD penalty
#26
wzzlcss
opened
5 years ago
7
Warn if maximum number of iterations was met.
#25
jolars
opened
5 years ago
0
Implementation for cyclic and mini-batch option
#24
wzzlcss
opened
5 years ago
8
Fix unwarranted destruction of sparsity while calculating sample norms
#23
jolars
opened
5 years ago
0
Cross validation
#22
jolars
closed
6 years ago
0
Print method and pseudo-degrees of freedom
#21
jolars
closed
6 years ago
0
Sparse dense separation
#20
jolars
closed
6 years ago
2
First fit on automatic lambda path for ridge penalty
#19
jolars
closed
6 years ago
4
Sparse standardization
#18
jolars
closed
6 years ago
0
Mulivariate gaussian family
#17
jolars
closed
6 years ago
3
Introductory, model family, benchmarks, and technical specification vignettes
#16
jolars
closed
6 years ago
4
Class redesign: change base class from abstract to concrete
#15
jolars
closed
6 years ago
1
Multinomial logistic regression
#14
jolars
closed
6 years ago
0
Data in package and for benchmarking
#13
jolars
closed
6 years ago
4
Erroneous results with non-standardized features
#12
jolars
opened
6 years ago
8
Redesigned algorithm based on DeFazio 2014
#11
jolars
closed
6 years ago
4
Save a data copy in fitted objects
#10
jolars
opened
6 years ago
0
Change from armadillo to STL containers, fix elastic net penalty
#9
jolars
closed
6 years ago
11
Binomial family
#8
jolars
closed
6 years ago
0
Approximation of lipschitz constant for use in step size
#7
jolars
opened
6 years ago
3
Separating sparse and dense implementations
#6
jolars
closed
6 years ago
2
Compute deviance and provide deviance.sgdnet() method
#5
jolars
closed
6 years ago
1
L1-regularization, regularization path, plot, and predict method
#4
jolars
closed
6 years ago
3
lambda_{max} for multivariate gaussian model
#3
jolars
opened
6 years ago
5
Fitting intercept differs between sparse and dense implementations
#2
jolars
opened
6 years ago
0
Preliminary support for gaussian model
#1
jolars
closed
6 years ago
1