sparse_coding.hpp (3)

Src/mlpack/methods/sparse_coding/sparse_coding.hpp -

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  4. sparse_coding.hpp: Src/mlpack/methods/sparse_coding/sparse_coding.hpp -
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  4. sparse_coding.hpp: Src/mlpack/methods/sparse_coding/sparse_coding.hpp -

SYNOPSIS

Classes

class mlpack::sparse_coding::SparseCoding< DictionaryInitializer >

An implementation of Sparse Coding with Dictionary Learning that achieves sparsity via an l1-norm regularizer on the codes (LASSO) or an (l1+l2)-norm regularizer on the codes (the Elastic Net).

Namespaces

mlpack

Linear algebra utility functions, generally performed on matrices or vectors. mlpack::sparse_coding

Detailed Description

Author:

Nishant Mehta

Definition of the SparseCoding class, which performs L1 (LASSO) or L1+L2 (Elastic Net)-regularized sparse coding with dictionary learning

This file is part of MLPACK 1.0.10.

MLPACK is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public License as published by the Free Software Foundation, either version 3 of the License, or (at your option) any later version.

MLPACK is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU Lesser General Public License for more details (LICENSE.txt).

You should have received a copy of the GNU General Public License along with MLPACK. If not, see http://www.gnu.org/licenses/.

Definition in file sparse_coding.hpp.

Author

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