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Knit directory: 2019-feature-selection/

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Rmd acfd762 pat-s 2019-06-26 wflow_publish(knitr_in(“analysis/filter-correlation.Rmd”), view =

Correlation of filter methods

Spearman’s rank correlation is used since we compare rankings against each other.

VI

Filter methods amongst each other

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Number of bins of FSelectorRcpp::information.gain()

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NRI

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HR

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R version 3.5.2 (2018-12-20)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: CentOS Linux 7 (Core)

Matrix products: default
BLAS/LAPACK: /opt/spack/opt/spack/linux-centos7-x86_64/gcc-7.3.0/openblas-0.3.5-zncvk4jccaqyfl4z3vszaboeps6hyzta/lib/libopenblas_zen-r0.3.5.so

locale:
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 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_GB.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
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[13] getSpatialData_0.0.4 knitr_1.23           rgenoud_5.8-3.0     
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[19] checkmate_1.9.1      BBmisc_1.11          mapview_2.3.0       
[22] stringr_1.4.0        fs_1.2.6             curl_3.3            
[25] mlrCPO_0.3.4-2       mlr_2.14.0.9000      ParamHelpers_1.12   
[28] data.table_1.12.0    magrittr_1.5         future.apply_1.1.0  
[31] future.callr_0.4.0   furrr_0.1.0.9002     future_1.11.1.1     
[34] R.utils_2.8.0        R.oo_1.22.0          R.methodsS3_1.7.1   
[37] glue_1.3.0           purrr_0.3.0          sf_0.7-3            
[40] dplyr_0.8.0.1        hsdar_0.5.2          caret_6.0-81        
[43] ggplot2_3.1.0        lattice_0.20-38      signal_0.7-6        
[46] rootSolve_1.7        rgdal_1.4-3          raster_2.8-19       
[49] sp_1.3-1             drake_7.4.0.9000    

loaded via a namespace (and not attached):
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 [34] Rcpp_1.0.0         viridisLite_0.3.0  xtable_1.8-3      
 [37] units_0.6-2        stats4_3.5.2       lava_1.6.5        
 [40] prodlim_2018.04.18 htmlwidgets_1.3    httr_1.4.0        
 [43] RColorBrewer_1.1-2 pkgconfig_2.0.2    nnet_7.3-12       
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 [55] devtools_2.0.1     evaluate_0.13      yaml_2.2.0        
 [58] ModelMetrics_1.2.2 processx_3.2.1     satellite_1.0.1   
 [61] nlme_3.1-137       whisker_0.3-2      mime_0.6          
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 [79] pillar_1.3.1       httpuv_1.4.5.1     R6_2.4.0          
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 [88] rprojroot_1.3-2    withr_2.1.2        parallel_3.5.2    
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[100] getPass_0.2-2      shiny_1.2.0        lubridate_1.7.4   
[103] base64enc_0.1-3