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The proposed countermeasure was implemented using the free signal processing and machine learning toolbox Bob [29], and the source code of the algorithm is available as an add-on package to this framework (http://pypi.python.org/pypi/antispoofing.lbptop).lbptop
They are used as implemented in the SPIDER machine learning toolbox [ 55].
All SVMs for classification and feature ranking were constructed in Matlab [ 214] using the SPIDER [ 210] machine learning toolbox.
The SPIDER machine learning toolbox [ 210] in Matlab was used to select parameters and train the SVMs.
We use the large-scale machine learning toolbox shogun at http://www.shogun-toolbox.org (Sonnenburg et al., 2006) through its python interface.
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When Google made TensorFlow open to anyone to use, it wrote: "By sharing what we believe to be one of the best machine learning toolboxes in the world, we hope to create an open standard for exchanging research ideas and putting machine learning in products".
There are exporters for various formats of popular machine learning toolboxes.
The second aim is to provide the functionality to export the fingerprints or pairwise similarity matrices to formats of popular machine learning toolboxes.
Likewise, The Gaussian Process for Machine Learning (GPML) Toolbox version 3.2 [55] was used to build GP models in Matlab version 7.15 [58] to assess the importance of ligand descriptors (Automatic Relevance Determination).
We used a customized version of the Gaussian processes for machine learning (GPML) toolbox for Matlab (The Mathworks, Natick, MA) (http://www.gaussianprocess.org/gpml) for all GPC inference.
Additionally, the framework has been evaluated against the open-source Dodgers dataset, available at the UCI machine learning repository, and against the R statistical toolbox.
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