mlpack
2.2.5

amf.hpp File Reference
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Classes  
class  AMF< TerminationPolicyType, InitializationRuleType, UpdateRuleType > 
This class implements AMF (alternating matrix factorization) on the given matrix V. More...  
Namespaces  
mlpack  
Linear algebra utility functions, generally performed on matrices or vectors.  
mlpack::amf  
Alternating Matrix Factorization.  
Typedefs  
typedef amf::AMF< amf::SimpleResidueTermination, amf::RandomAcolInitialization<>, amf::NMFALSUpdate >  NMFALSFactorizer 
typedef amf::AMF< amf::SimpleResidueTermination, amf::RandomAcolInitialization<>, amf::SVDBatchLearning >  SparseSVDBatchFactorizer 
Add simple typedefs. More...  
typedef amf::AMF< amf::SimpleResidueTermination, amf::RandomAcolInitialization<>, amf::SVDCompleteIncrementalLearning< arma::sp_mat > >  SparseSVDCompleteIncrementalFactorizer 
SparseSVDCompleteIncrementalFactorizer factorizes given sparse matrix V into two matrices W and H by complete incremental gradient descent. More...  
typedef amf::AMF< amf::SimpleResidueTermination, amf::RandomAcolInitialization<>, amf::SVDIncompleteIncrementalLearning >  SparseSVDIncompleteIncrementalFactorizer 
SparseSVDIncompleteIncrementalFactorizer factorizes given sparse matrix V into two matrices W and H by incomplete incremental gradient descent. More...  
typedef amf::AMF< amf::SimpleResidueTermination, amf::RandomAcolInitialization<>, amf::SVDBatchLearning >  SVDBatchFactorizer 
SparseSVDBatchFactorizer factorizes given matrix V into two matrices W and H by gradient descent. More...  
typedef amf::AMF< amf::SimpleResidueTermination, amf::RandomAcolInitialization<>, amf::SVDCompleteIncrementalLearning< arma::mat > >  SVDCompleteIncrementalFactorizer 
SVDCompleteIncrementalFactorizer factorizes given matrix V into two matrices W and H by complete incremental gradient descent. More...  
typedef amf::AMF< amf::SimpleResidueTermination, amf::RandomAcolInitialization<>, amf::SVDIncompleteIncrementalLearning >  SVDIncompleteIncrementalFactorizer 
SVDIncompleteIncrementalFactorizer factorizes given matrix V into two matrices W and H by incomplete incremental gradient descent. More...  
Detailed Description
Alternating Matrix Factorization
The AMF (alternating matrix factorization) class, from which more commonly known techniques such as incremental SVD, NMF, and batchlearning SVD can be derived.
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Definition in file amf.hpp.
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