Mariana is an algorithm that efficiently optimizes the hyperparameters for Support Vector Machines for regression and classification. It currently uses Simulated Annealing for optimization but can be extended to use a variety of stochastic optimization techniques including, Markov Chain Monte Carlo, Sequential Monte Carlo, and Genetic Algorithms. Mariana can be applied to the text portion of reports, determining the likely categories that each report falls into, and calculating a confidence for each classification.

Filename	Size	Update
Mariana	0	2017-03-16
Mariana\COPYRIGHT_libSVM	1497	2008-02-20
Mariana\CollectionInfo.cpp	4950	2008-05-03
Mariana\CollectionInfo.h	4296	2008-05-03
Mariana\Debug	0	2017-03-16
Mariana\Debug\CollectionInfo.d	103	2008-02-28
Mariana\Debug\CollectionInfo.o	113824	2008-02-28
Mariana\Debug\MarianaPredict.d	57	2008-02-29
Mariana\Debug\MarianaPredict.o	460812	2008-02-29
Mariana\Debug\MarianaRedu.d	48	2008-02-28
Mariana\Debug\MarianaRedu.o	14052	2008-02-28
Mariana\Debug\Sparse.d	59	2008-02-28
Mariana\Debug\Sparse.o	112076	2008-02-28
Mariana\Debug\collReg.d	296	2008-02-28
Mariana\Debug\collReg.o	136112	2008-02-28
Mariana\Debug\collText.d	301	2008-02-28
Mariana\Debug\collText.o	136680	2008-02-28
Mariana\Debug\documentCollection.d	257	2008-02-28
Mariana\Debug\documentCollection.o	386076	2008-02-28
Mariana\Debug\helperRoutines.d	123	2008-02-28
Mariana\Debug\helperRoutines.o	177960	2008-02-28
Mariana\Debug\makefile	1313	2008-02-29
Mariana\Debug\objects.mk	229	2008-02-27
Mariana\Debug\parseCommandLine.d	113	2008-02-28
Mariana\Debug\parseCommandLine.o	109344	2008-02-28
Mariana\Debug\sources.mk	520	2008-02-29
Mariana\Debug\subdir.mk	1415	2008-02-29
Mariana\Debug\svm.d	44	2008-02-28
Mariana\Debug\svm.o	192140	2008-02-28
Mariana\Debug\uciReg.d	151	2008-02-28
Mariana\Debug\uciReg.o	135044	2008-02-28
Mariana\Debug\uciType.d	156	2008-02-29
Mariana\Debug\uciType.o	140568	2008-02-29
Mariana\Makefile	1442	2008-02-29
Mariana\MarianaPredict.cpp	20214	2008-05-03
Mariana\MarianaREADME.doc	87040	2008-05-03
Mariana\MarianaRedu.cpp	418	2008-02-23
Mariana\Sparse.cpp	8356	2008-05-03
Mariana\Sparse.h	4649	2008-05-03
Mariana\TextReducer.jar	13246	2008-03-04
Mariana\collReg.cpp	12120	2008-05-03
Mariana\collText.cpp	12248	2008-05-03
Mariana\data	0	2017-03-16
Mariana\data\abalone.data	258705	2008-02-23
Mariana\data\australian.train.data	115308	2008-02-23
Mariana\data\heart_scale	27670	2008-02-20
Mariana\data\smallTestCat.csv	9908	2008-02-29
Mariana\data\smallTestTxt.txt	1570025	2008-02-29
Mariana\data\smallTrainCat.csv	34299	2008-02-12
Mariana\data\smallTrainTxt.txt	5264119	2008-02-12
Mariana\data\thesaurus.test	108	2007-10-24
Mariana\documentCollection.cpp	33551	2008-05-03
Mariana\documentCollection.h	5135	2008-05-03
Mariana\helperRoutines.cpp	14301	2008-05-03
Mariana\helperRoutines.h	4716	2008-05-03
Mariana\parseCommandLine.cpp	7298	2008-05-03
Mariana\parseCommandLine.h	4107	2008-05-03
Mariana\svm.cpp	73089	2008-05-03
Mariana\svm.h	6043	2008-05-03
Mariana\txt2sparse.pl	1904	2008-03-04
Mariana\uciReg.cpp	13177	2008-05-03
Mariana\uciReg.h	4470	2008-05-03
Mariana\uciType.cpp	14971	2008-05-03
Mariana\uciType.h	4525	2008-05-03

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