scholarly journals A New Validation Criterion for Guiding the Selection of Variables by the Successive Projections Algorithm in Classification Problems

2013 ◽  
Author(s):  
Sófacles F. C. Soares ◽  
Roberto K. H. Galvão ◽  
Márcio J. C. Pontes ◽  
Mário C. U. Araújo
Keyword(s):  
Classification Problems ◽  
Successive Projections Algorithm ◽  
Selection Of Variables ◽  
Validation Criterion ◽  
Successive Projections ◽  
Selection Of

Selection of robust variables for transfer of classification models employing the successive projections algorithm

2017 ◽  
Vol 984 ◽  
pp. 76-85 ◽  
Author(s):  
Karla Danielle Tavares Melo Milanez ◽  
Thiago César Araújo Nóbrega ◽  
Danielle Silva Nascimento ◽  
Roberto Kawakami Harrop Galvão ◽  
Márcio José Coelho Pontes
Keyword(s):  
Classification Models ◽  
Successive Projections Algorithm ◽  
Successive Projections ◽  
Selection Of

scholarly journals Cross-validation for the selection of spectral variables using the successive projections algorithm

2007 ◽  
Vol 18 (8) ◽  
pp. 1580-1584 ◽  
Author(s):  
Roberto Kawakami Harrop Galvão ◽  
Mário César Ugulino Araújo ◽  
Edvan Cirino Silva ◽  
Gledson Emidio José ◽  
Sófacles Figueredo Carreiro Soares ◽  
...  
Keyword(s):  
Cross Validation ◽  
Successive Projections Algorithm ◽  
Successive Projections ◽  
Selection Of

The successive projections algorithm for spectral variable selection in classification problems

2005 ◽  
Vol 78 (1-2) ◽  
pp. 11-18 ◽  
Author(s):  
Márcio José Coelho Pontes ◽  
Roberto Kawakami Harrop Galvão ◽  
Mário César Ugulino Araújo ◽  
Pablo Nogueira Teles Moreira ◽  
Osmundo Dantas Pessoa Neto ◽  
...  
Keyword(s):  
Variable Selection ◽  
Classification Problems ◽  
Successive Projections Algorithm ◽  
Spectral Variable ◽  
Successive Projections

Sequential selection of variables using short permutation procedures and multiple adjustments: An application to genomic data

2015 ◽  
Vol 26 (2) ◽  
pp. 997-1020
Author(s):  
Marcelo Azevedo Costa ◽  
Thiago de Souza Rodrigues ◽  
André Gabriel FC da Costa ◽  
René Natowicz ◽  
Antônio Pádua Braga
Keyword(s):  
Genomic Data ◽  
Gumbel Distribution ◽  
Real Data ◽  
Data Sets ◽  
Classification Models ◽  
Classification Problems ◽  
Sequential Selection ◽  
Selection Of Variables ◽  
Improved Performance ◽  
Selection Of

This work proposes a sequential methodology for selecting variables in classification problems in which the number of predictors is much larger than the sample size. The methodology includes a Monte Carlo permutation procedure that conditionally tests the null hypothesis of no association among the outcomes and the available predictors. In order to improve computing aspects, we propose a new parametric distribution, the Truncated and Zero Inflated Gumbel Distribution. The final application is to find compact classification models with improved performance for genomic data. Results using real data sets show that the proposed methodology selects compact models with optimized classification performances.

Determination of fat content in chicken hamburgers using NIR spectroscopy and the Successive Projections Algorithm for interval selection in PLS regression ( i SPA-PLS)

2018 ◽  
Vol 189 ◽  
pp. 300-306 ◽  
Author(s):  
Gabriela Krepper ◽  
Florencia Romeo ◽  
David Douglas de Sousa Fernandes ◽  
Paulo Henrique Gonçalves Dias Diniz ◽  
Mário César Ugulino de Araújo ◽  
...  
Keyword(s):  
Nir Spectroscopy ◽  
Fat Content ◽  
Pls Regression ◽  
Successive Projections Algorithm ◽  
Interval Selection ◽  
Successive Projections

Building selective ensembles of Randomization Based Neural Networks with the successive projections algorithm

2018 ◽  
Vol 70 ◽  
pp. 1135-1145 ◽  
Author(s):  
Diego P.P. Mesquita ◽  
João Paulo P. Gomes ◽  
Leonardo R. Rodrigues ◽  
Saulo A.F. Oliveira ◽  
Roberto K.H. Galvão
Keyword(s):  
Neural Networks ◽  
Successive Projections Algorithm ◽  
Successive Projections

scholarly journals State of the art in selection of variables and functional forms in multivariable analysis—outstanding issues

2020 ◽  
Vol 4 (1) ◽  
Author(s):  
Willi Sauerbrei ◽  
◽  
Aris Perperoglou ◽  
Matthias Schmid ◽  
Michal Abrahamowicz ◽  
...  
Keyword(s):  
State Of The Art ◽  
Multivariable Analysis ◽  
Selection Of Variables ◽  
Functional Forms ◽  
Selection Of
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