shogun_feature_matrix

	A	B	C	D	E	F	G	H	I	J	K	L	M	N
1

2		shogun feature matrix
3
4			created	last updated	main language	main focus
5		shogun	1999	10-2013	C++	General Purpose ML Package with particular focus on large scale learning; Kernel Methods; Interfaces to various languages
6		weka	1997	07-2013	java	General Purpose ML Package
7		kernlab	04-2004	11-2013	R	Kernel Based Classification/Dimensionality Reduction
8		dlib	2006	10-2013	C++	Portability; Correctness
9		nieme	09-2006	03-2009	C++	Linear Regression; Ranking; Classification
10		orange	06-2004	11-2013	python	Visual Data Analysis
11		java-ml	08-2008	07-2012	java	Feature Selection
12		pyML	08-2004	09-2013	C++; python	Kernel Methods
13		mlpy	02-2008	03-2012	python	Basic Algorithms
14		pybrain	10-2008	02-2013	python	Reinforcement Learning
15		torch7	01-2002	11-2013	C++;lua	Neural Networks
16		scikit-learn	2007	08-2013	python; cython	General Purpose with simple API and numpy / scipy idioms
17
18
19
20			shogun	weka	kernlab	dlib	nieme	orange	java-ml	pyML	mlpy	pybrain	torch3	scikit-learn
21	General Features	Graphical User Interface	0	1	0	1	1	1	0	0	0	1	1	0
22		One Class Classification	1	1	1	1	0	0	0	1	0	0	0	1
23		Classification	1	1	1	1	1	1	1	1	1	1	1	1
24		Multiclass classification	1	1	1	0	1	0	1	1	1	1	1	1
25		Regression	1	1	1	1	1	1	0	1	0	1	1	1
26		Structured Output Learning	1	0	0	0	1	0	0	0	0	0	0	0
27		Pre-Processing	1	1	1	1	1	1	1	1	1	0	1	1
28		Built-in Model Selection Strategies	1	1	1	1	0	1	1	1	0	0	0	1
29		Visualization	0	1	0	0	1	1	0	1	1	1	1	1
30		Test Framework	1	1	0	1	1	?	1	0	0	0	0	1
31		Large Scale Learning	1	0	0	1	1	0	0	0	1	0	0	0
32		Semi-supervised Learning	0	0	0	0	0	0	0	0	0	0	0	0.5
33		Multitask Learning	1	0	0	0	0	0	0	0	0	0	0	0
34		Domain Adaptation	1	0	0	0	0	0	0	0	0	0	0	0
35		Serialization	1	1	1	1	1	1	1	1	1	1	0	1
36		Parallelized Code	1	1	0	1	0	0	0	0	0	0	0	1
37		Performance Measures (auROC etc)	1	1	0	1	1	1	1	1	1	1	1	1
38		Image Processing	0	0	0	1	0	0	0	0	0	0	0	0.5
39
40			shogun	weka	kernlab	dlib	nieme	orange	java-ml	pyML	mlpy	pybrain	torch3	scikit-learn
41	Supported Operating Systems	Linux	1	1	1	1	1	1	1	1	1	1	1	1
42		Windows	1 (cygwin)	1	1	1	1	1	1	0	1	1	1	1
43		Mac OSX	1	1	1	1	1	1	1	1	1	0	1	1
44		Other Unix	1	1	1	1	1	1	1	0	1	0	1	1
45
46			shogun	weka	kernlab	dlib	nieme	orange	java-ml	pyML	mlpy	pybrain	torch3	scikit-learn
47	Language Bindings	Python	1	0 (but Jython)	0	0	1	1	0	1	1	1	0	1
48		R	1	0	1	0	0	0	0	0	0	0	0	0
49		Matlab	1	0	0	0	0	0	0	0	0	0	0	0
50		Octave	1	0	0	0	0	0	0	0	0	0	0	0
51		C/C++	1	0 (but GCJ)	0	1	1	0	0	0	0	0	1	0
52		Command Line	1	0	0	0	0	0	0	0	1	1	1	0
53		Java	1	1	0	0	1	0	1	0	0	0	0	0
54		C#	1	0	0	0	0	0	0	0	0	0	0	0
55		Lua	1	0	0	0	0	0	0	0	0	0	0	0
56		Ruby	1	0	0	0	0	0	0	0	0	0	0	0
57
58			shogun	weka	kernlab	dlib	nieme	orange	java-ml	pyML	mlpy	pybrain	torch3	scikit-learn
59	SVM Solvers	SVMLight	1	1	0	0	0	0	0	0	0	0	0	0
60		LibSVM	1	1	1	1	1	1	1	1	0	1	0	1
61		SVM Ocas	1	0	0	1	0	0	0	0	0	0	0	0
62		LibLinear	1	1	0	0	0	0	0	0	0	0	0	1
63		BMRM	1	0	0	0	0	0	0	0	0	0	0	0
64		LaRank	1	0	0	0	0	0	0	0	0	0	0	0
65		SVMPegasos	0	1	0	1	1	0	0	0	0	0	0	0
66		SVM SGD	1	0	0	0	0	0	0	0	0	0	0	1
67		other	1	0	1	0	0	0	0	1	1	0	1	0
68
69			shogun	weka	kernlab	dlib	nieme	orange	java-ml	pyML	mlpy	pybrain	torch3	scikit-learn
70	Regression	Kernel Ridge Regression	1	0	0	0	0	0	0	1	0	0	0	1
71		Support Vector Regression	1	1	1	0	0	0	0	1	0	0	1	1
72		Gaussian Processes	1	1	1	0	0	0	0	0	0	0	0	1
73		Relevance Vector Machine	0	1	1	1	0	0	0	0	0	0	0	0
74
75			shogun	weka	kernlab	dlib	nieme	orange	java-ml	pyML	mlpy	pybrain	torch3	scikit-learn
76	Multiple Kernel Learning	MKL	1	0	0	0	0	0	0	0	0	0	0	0
77		q-norm MKL	1	0	0	0	0	0	0	0	0	0	0	0
78		multiclass MKL	1	0	0	0	0	0	0	0	0	0	0	0
79
80			shogun	weka	kernlab	dlib	nieme	orange	java-ml	pyML	mlpy	pybrain	torch3	scikit-learn
81	Classifiers	Naive Bayes	1 (via MCs)	1	0	0	0	1	0	0	0	1	1	1
82		Bayesian Networks	0	1	0	1	0	0	0	0	0	1	0	0
83		Multi Layer Perceptron	0	1	0	1	1	0	0	0	0	1	1	0
84		RBF Networks	0	1	0	1	0	0	0	0	0	1	0	0
85		Logistic Regression	1	1	?	0	1	1	0	0	0	0	0	1
86		LASSO	1	0	?	0	1	0	0	0	0	0	0	1
87		Decision Trees	1	1	0	0	0	1	1	0	0	0	0	0.5
88		k-NN	1	1	1	1	0	1	1	1	1	1	1	1
89		Gaussian Process Classification	1	1	1	0	0	0	1	0	0	0	0	1
90
91			shogun	weka	kernlab	dlib	nieme	orange	java-ml	pyML	mlpy	pybrain	torch3	scikit-learn
92	Linear Classifiers	Linear Programming Machine	1	0	0	0	0	0	0	0	0	0	0	0
93		LDA	1	0	0	0	0	0	0	0	1	0	0	1
94
95			shogun	weka	kernlab	dlib	nieme	orange	java-ml	pyML	mlpy	pybrain	torch3	scikit-learn
96	Distributions	Markov Chains	1	0	0	0	0	0	1	0	0	0	0	0
97		Hidden Markov Models	1	0	0	0	0	0	0	0	0	0	1	1
98
99			shogun	weka	kernlab	dlib	nieme	orange	java-ml	pyML	mlpy	pybrain	torch3	scikit-learn
100	Dimension Reduction	PCA	1	1	1	1	0	1	0	0	1	0	0	1