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diff --git a/DESCRIPTION b/DESCRIPTION
@@ -1,7 +1,7 @@
 Package: lightAUC
 Type: Package
 Title: Fast AUC Computation
-Version: 0.1.0
+Version: 0.1.1
 Authors@R: c(person("Christos", "Adam", role = c("aut", "cre"),
            email = "econp266@econ.soc.uoc.gr",
            comment = c(ORCID = "0009-0003-3244-7034")))

diff --git a/docs/404.html b/docs/404.html
diff --git a/docs/LICENSE-text.html b/docs/LICENSE-text.html
diff --git a/docs/articles/Introduction.html b/docs/articles/Introduction.html
diff --git a/docs/articles/index.html b/docs/articles/index.html
diff --git a/docs/authors.html b/docs/authors.html
diff --git a/docs/index.html b/docs/index.html
diff --git a/docs/news/index.html b/docs/news/index.html
diff --git a/docs/pkgdown.yml b/docs/pkgdown.yml
@@ -3,7 +3,7 @@ pkgdown: 2.1.1
 pkgdown_sha: ~
 articles:
   Introduction: Introduction.html
-last_built: 2025-02-02T12:33Z
+last_built: 2025-02-02T12:54Z
 urls:
   reference: https://cadam00.github.io/lightAUC/reference
   article: https://cadam00.github.io/lightAUC/articles
diff --git a/docs/reference/index.html b/docs/reference/index.html
diff --git a/docs/reference/lightAUC.html b/docs/reference/lightAUC.html
diff --git a/docs/search.json b/docs/search.json
@@ -1 +1 @@
-[{"path":"https://cadam00.github.io/lightAUC/articles/Introduction.html","id":"fast-auc-computation-in-r","dir":"Articles","previous_headings":"","what":"Fast AUC computation in R","title":"Introduction to lightAUC","text":"Fast lightweight computation AUC metric binary case (1 positive 0 negative) offered lightAUC package. algorithm used fast implementation algorithm Fawcett (2006).","code":""},{"path":"https://cadam00.github.io/lightAUC/articles/Introduction.html","id":"example","dir":"Articles","previous_headings":"Fast AUC computation in R","what":"Example","title":"Introduction to lightAUC","text":"parallel calculations use:","code":"# Create some data probs   <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals) ## 0.5 # E.g. 2 cores (you can use cores = parallel::detectCores() for your case) probs   <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals, parallel = TRUE, cores = 2) ## 0.5"},{"path":"https://cadam00.github.io/lightAUC/articles/Introduction.html","id":"references","dir":"Articles","previous_headings":"Fast AUC computation in R","what":"References","title":"Introduction to lightAUC","text":"Fawcett, T. (2006). introduction ROC analysis. {Pattern Recognition Letters, (8), 861–874. 10.1016/j.patrec.2005.10.010","code":""},{"path":"https://cadam00.github.io/lightAUC/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Christos Adam. Author, maintainer.","code":""},{"path":"https://cadam00.github.io/lightAUC/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Adam C (2025). lightAUC: Fast AUC Computation. R package version 0.1.0, https://cadam00.github.io/lightAUC/, https://github.com/cadam00/lightAUC.","code":"@Manual{,   title = {lightAUC: Fast AUC Computation},   author = {Christos Adam},   year = {2025},   note = {R package version 0.1.0, https://cadam00.github.io/lightAUC/},   url = {https://github.com/cadam00/lightAUC}, }"},{"path":[]},{"path":"https://cadam00.github.io/lightAUC/index.html","id":"install","dir":"","previous_headings":"","what":"Install","title":"Fast AUC Computation","text":"development version package can installed via Fast lightweight computation AUC metric binary case (1 positive 0 negative) offered lightAUC package. algorithm used fast implementation algorithm Fawcett (2006).","code":"if (!require(remotes)) install.packages(\"remotes\") remotes::install_github(\"cadam00/lightAUC\")"},{"path":"https://cadam00.github.io/lightAUC/index.html","id":"example","dir":"","previous_headings":"","what":"Example","title":"Fast AUC Computation","text":"parallel calculations use:","code":"# Create some data probs   <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals) ## 0.5 # E.g. 2 cores (you can use cores = parallel::detectCores() for your case) probs   <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals, parallel = TRUE, cores = 2) ## 0.5"},{"path":"https://cadam00.github.io/lightAUC/index.html","id":"references","dir":"","previous_headings":"","what":"References","title":"Fast AUC Computation","text":"Fawcett, T. (2006). introduction ROC analysis. Pattern Recognition Letters, 27(8), 861–874. doi:10.1016/j.patrec.2005.10.010","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":null,"dir":"Reference","previous_headings":"","what":"Fast AUC computation — lightAUC","title":"Fast AUC computation — lightAUC","text":"Fast memory efficient AUC computation.","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fast AUC computation — lightAUC","text":"","code":"lightAUC(probs, actuals, parallel = FALSE, cores = 2)"},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Fast AUC computation — lightAUC","text":"probs numeric vector containing probability model, closer 1 positive class closer 0 negative class. actuals integer, numeric logical vector actual data, 1 positive class 0 negative class. parallel logical indicating multithreading used. default multithreading (parallel = FALSE). cores integer indicating number threads used parallel = TRUE. default cores=2, meaning 2 cores used.","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Fast AUC computation — lightAUC","text":"Binary AUC computation according Fawcett (2006) doi:10.1016/j.patrec.2005.10.010 .","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Fast AUC computation — lightAUC","text":"numeric value representing AUC metric.","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Fast AUC computation — lightAUC","text":"Fawcett, T. (2006). introduction ROC analysis. Pattern Recognition Letters, 27(8), 861–874. doi:10.1016/j.patrec.2005.10.010","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Fast AUC computation — lightAUC","text":"","code":"probs   <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals) #> [1] 0.5  probs   <- c(1, 0.4, 0.8) actuals <- c(FALSE, FALSE, TRUE) lightAUC(probs, actuals) #> [1] 0.5  probs   <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals, parallel = TRUE, cores = 2L) #> [1] 0.5"},{"path":[]},{"path":"https://cadam00.github.io/lightAUC/news/index.html","id":"major-changes-0-1-1","dir":"Changelog","previous_headings":"","what":"Major changes","title":"lightAUC 0.1.1","text":"Add Makevars Makevars.win files needed ‘RcppParallel’.","code":""},{"path":[]},{"path":"https://cadam00.github.io/lightAUC/news/index.html","id":"major-changes-0-1-0","dir":"Changelog","previous_headings":"","what":"Major changes","title":"lightAUC 0.1.0","text":"Initial package version.","code":""}]
+[{"path":"https://cadam00.github.io/lightAUC/articles/Introduction.html","id":"fast-auc-computation-in-r","dir":"Articles","previous_headings":"","what":"Fast AUC computation in R","title":"Introduction to lightAUC","text":"Fast lightweight computation AUC metric binary case (1 positive 0 negative) offered lightAUC package. algorithm used fast implementation algorithm Fawcett (2006).","code":""},{"path":"https://cadam00.github.io/lightAUC/articles/Introduction.html","id":"example","dir":"Articles","previous_headings":"Fast AUC computation in R","what":"Example","title":"Introduction to lightAUC","text":"parallel calculations use:","code":"# Create some data probs   <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals) ## 0.5 # E.g. 2 cores (you can use cores = parallel::detectCores() for your case) probs   <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals, parallel = TRUE, cores = 2) ## 0.5"},{"path":"https://cadam00.github.io/lightAUC/articles/Introduction.html","id":"references","dir":"Articles","previous_headings":"Fast AUC computation in R","what":"References","title":"Introduction to lightAUC","text":"Fawcett, T. (2006). introduction ROC analysis. {Pattern Recognition Letters, (8), 861–874. 10.1016/j.patrec.2005.10.010","code":""},{"path":"https://cadam00.github.io/lightAUC/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Christos Adam. Author, maintainer.","code":""},{"path":"https://cadam00.github.io/lightAUC/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Adam C (2025). lightAUC: Fast AUC Computation. R package version 0.1.1, https://cadam00.github.io/lightAUC/, https://github.com/cadam00/lightAUC.","code":"@Manual{,   title = {lightAUC: Fast AUC Computation},   author = {Christos Adam},   year = {2025},   note = {R package version 0.1.1, https://cadam00.github.io/lightAUC/},   url = {https://github.com/cadam00/lightAUC}, }"},{"path":[]},{"path":"https://cadam00.github.io/lightAUC/index.html","id":"install","dir":"","previous_headings":"","what":"Install","title":"Fast AUC Computation","text":"development version package can installed via Fast lightweight computation AUC metric binary case (1 positive 0 negative) offered lightAUC package. algorithm used fast implementation algorithm Fawcett (2006).","code":"if (!require(remotes)) install.packages(\"remotes\") remotes::install_github(\"cadam00/lightAUC\")"},{"path":"https://cadam00.github.io/lightAUC/index.html","id":"example","dir":"","previous_headings":"","what":"Example","title":"Fast AUC Computation","text":"parallel calculations use:","code":"# Create some data probs   <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals) ## 0.5 # E.g. 2 cores (you can use cores = parallel::detectCores() for your case) probs   <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals, parallel = TRUE, cores = 2) ## 0.5"},{"path":"https://cadam00.github.io/lightAUC/index.html","id":"references","dir":"","previous_headings":"","what":"References","title":"Fast AUC Computation","text":"Fawcett, T. (2006). introduction ROC analysis. Pattern Recognition Letters, 27(8), 861–874. doi:10.1016/j.patrec.2005.10.010","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":null,"dir":"Reference","previous_headings":"","what":"Fast AUC computation — lightAUC","title":"Fast AUC computation — lightAUC","text":"Fast memory efficient AUC computation.","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fast AUC computation — lightAUC","text":"","code":"lightAUC(probs, actuals, parallel = FALSE, cores = 2)"},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Fast AUC computation — lightAUC","text":"probs numeric vector containing probability model, closer 1 positive class closer 0 negative class. actuals integer, numeric logical vector actual data, 1 positive class 0 negative class. parallel logical indicating multithreading used. default multithreading (parallel = FALSE). cores integer indicating number threads used parallel = TRUE. default cores=2, meaning 2 cores used.","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Fast AUC computation — lightAUC","text":"Binary AUC computation according Fawcett (2006) doi:10.1016/j.patrec.2005.10.010 .","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Fast AUC computation — lightAUC","text":"numeric value representing AUC metric.","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Fast AUC computation — lightAUC","text":"Fawcett, T. (2006). introduction ROC analysis. Pattern Recognition Letters, 27(8), 861–874. doi:10.1016/j.patrec.2005.10.010","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Fast AUC computation — lightAUC","text":"","code":"probs   <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals) #> [1] 0.5  probs   <- c(1, 0.4, 0.8) actuals <- c(FALSE, FALSE, TRUE) lightAUC(probs, actuals) #> [1] 0.5  probs   <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals, parallel = TRUE, cores = 2L) #> [1] 0.5"},{"path":[]},{"path":"https://cadam00.github.io/lightAUC/news/index.html","id":"major-changes-0-1-1","dir":"Changelog","previous_headings":"","what":"Major changes","title":"lightAUC 0.1.1","text":"Add Makevars Makevars.win files needed ‘RcppParallel’.","code":""},{"path":[]},{"path":"https://cadam00.github.io/lightAUC/news/index.html","id":"major-changes-0-1-0","dir":"Changelog","previous_headings":"","what":"Major changes","title":"lightAUC 0.1.0","text":"Initial package version.","code":""}]
diff --git a/src/RcppExports.o b/src/RcppExports.o
diff --git a/src/lightauc.o b/src/lightauc.o
Original file line number	Diff line number	Diff line change
		@@ -1 +1 @@
		[{"path":"https://cadam00.github.io/lightAUC/articles/Introduction.html","id":"fast-auc-computation-in-r","dir":"Articles","previous_headings":"","what":"Fast AUC computation in R","title":"Introduction to lightAUC","text":"Fast lightweight computation AUC metric binary case (1 positive 0 negative) offered lightAUC package. algorithm used fast implementation algorithm Fawcett (2006).","code":""},{"path":"https://cadam00.github.io/lightAUC/articles/Introduction.html","id":"example","dir":"Articles","previous_headings":"Fast AUC computation in R","what":"Example","title":"Introduction to lightAUC","text":"parallel calculations use:","code":"# Create some data probs <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals) ## 0.5 # E.g. 2 cores (you can use cores = parallel::detectCores() for your case) probs <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals, parallel = TRUE, cores = 2) ## 0.5"},{"path":"https://cadam00.github.io/lightAUC/articles/Introduction.html","id":"references","dir":"Articles","previous_headings":"Fast AUC computation in R","what":"References","title":"Introduction to lightAUC","text":"Fawcett, T. (2006). introduction ROC analysis. {Pattern Recognition Letters, (8), 861–874. 10.1016/j.patrec.2005.10.010","code":""},{"path":"https://cadam00.github.io/lightAUC/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Christos Adam. Author, maintainer.","code":""},{"path":"https://cadam00.github.io/lightAUC/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Adam C (2025). lightAUC: Fast AUC Computation. R package version 0.1.0, https://cadam00.github.io/lightAUC/, https://github.com/cadam00/lightAUC.","code":"@Manual{, title = {lightAUC: Fast AUC Computation}, author = {Christos Adam}, year = {2025}, note = {R package version 0.1.0, https://cadam00.github.io/lightAUC/}, url = {https://github.com/cadam00/lightAUC}, }"},{"path":[]},{"path":"https://cadam00.github.io/lightAUC/index.html","id":"install","dir":"","previous_headings":"","what":"Install","title":"Fast AUC Computation","text":"development version package can installed via Fast lightweight computation AUC metric binary case (1 positive 0 negative) offered lightAUC package. algorithm used fast implementation algorithm Fawcett (2006).","code":"if (!require(remotes)) install.packages(\"remotes\") remotes::install_github(\"cadam00/lightAUC\")"},{"path":"https://cadam00.github.io/lightAUC/index.html","id":"example","dir":"","previous_headings":"","what":"Example","title":"Fast AUC Computation","text":"parallel calculations use:","code":"# Create some data probs <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals) ## 0.5 # E.g. 2 cores (you can use cores = parallel::detectCores() for your case) probs <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals, parallel = TRUE, cores = 2) ## 0.5"},{"path":"https://cadam00.github.io/lightAUC/index.html","id":"references","dir":"","previous_headings":"","what":"References","title":"Fast AUC Computation","text":"Fawcett, T. (2006). introduction ROC analysis. Pattern Recognition Letters, 27(8), 861–874. doi:10.1016/j.patrec.2005.10.010","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":null,"dir":"Reference","previous_headings":"","what":"Fast AUC computation — lightAUC","title":"Fast AUC computation — lightAUC","text":"Fast memory efficient AUC computation.","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fast AUC computation — lightAUC","text":"","code":"lightAUC(probs, actuals, parallel = FALSE, cores = 2)"},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Fast AUC computation — lightAUC","text":"probs numeric vector containing probability model, closer 1 positive class closer 0 negative class. actuals integer, numeric logical vector actual data, 1 positive class 0 negative class. parallel logical indicating multithreading used. default multithreading (parallel = FALSE). cores integer indicating number threads used parallel = TRUE. default cores=2, meaning 2 cores used.","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Fast AUC computation — lightAUC","text":"Binary AUC computation according Fawcett (2006) doi:10.1016/j.patrec.2005.10.010 .","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Fast AUC computation — lightAUC","text":"numeric value representing AUC metric.","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Fast AUC computation — lightAUC","text":"Fawcett, T. (2006). introduction ROC analysis. Pattern Recognition Letters, 27(8), 861–874. doi:10.1016/j.patrec.2005.10.010","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Fast AUC computation — lightAUC","text":"","code":"probs <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals) #> [1] 0.5 probs <- c(1, 0.4, 0.8) actuals <- c(FALSE, FALSE, TRUE) lightAUC(probs, actuals) #> [1] 0.5 probs <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals, parallel = TRUE, cores = 2L) #> [1] 0.5"},{"path":[]},{"path":"https://cadam00.github.io/lightAUC/news/index.html","id":"major-changes-0-1-1","dir":"Changelog","previous_headings":"","what":"Major changes","title":"lightAUC 0.1.1","text":"Add Makevars Makevars.win files needed ‘RcppParallel’.","code":""},{"path":[]},{"path":"https://cadam00.github.io/lightAUC/news/index.html","id":"major-changes-0-1-0","dir":"Changelog","previous_headings":"","what":"Major changes","title":"lightAUC 0.1.0","text":"Initial package version.","code":""}]
		[{"path":"https://cadam00.github.io/lightAUC/articles/Introduction.html","id":"fast-auc-computation-in-r","dir":"Articles","previous_headings":"","what":"Fast AUC computation in R","title":"Introduction to lightAUC","text":"Fast lightweight computation AUC metric binary case (1 positive 0 negative) offered lightAUC package. algorithm used fast implementation algorithm Fawcett (2006).","code":""},{"path":"https://cadam00.github.io/lightAUC/articles/Introduction.html","id":"example","dir":"Articles","previous_headings":"Fast AUC computation in R","what":"Example","title":"Introduction to lightAUC","text":"parallel calculations use:","code":"# Create some data probs <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals) ## 0.5 # E.g. 2 cores (you can use cores = parallel::detectCores() for your case) probs <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals, parallel = TRUE, cores = 2) ## 0.5"},{"path":"https://cadam00.github.io/lightAUC/articles/Introduction.html","id":"references","dir":"Articles","previous_headings":"Fast AUC computation in R","what":"References","title":"Introduction to lightAUC","text":"Fawcett, T. (2006). introduction ROC analysis. {Pattern Recognition Letters, (8), 861–874. 10.1016/j.patrec.2005.10.010","code":""},{"path":"https://cadam00.github.io/lightAUC/authors.html","id":null,"dir":"","previous_headings":"","what":"Authors","title":"Authors and Citation","text":"Christos Adam. Author, maintainer.","code":""},{"path":"https://cadam00.github.io/lightAUC/authors.html","id":"citation","dir":"","previous_headings":"","what":"Citation","title":"Authors and Citation","text":"Adam C (2025). lightAUC: Fast AUC Computation. R package version 0.1.1, https://cadam00.github.io/lightAUC/, https://github.com/cadam00/lightAUC.","code":"@Manual{, title = {lightAUC: Fast AUC Computation}, author = {Christos Adam}, year = {2025}, note = {R package version 0.1.1, https://cadam00.github.io/lightAUC/}, url = {https://github.com/cadam00/lightAUC}, }"},{"path":[]},{"path":"https://cadam00.github.io/lightAUC/index.html","id":"install","dir":"","previous_headings":"","what":"Install","title":"Fast AUC Computation","text":"development version package can installed via Fast lightweight computation AUC metric binary case (1 positive 0 negative) offered lightAUC package. algorithm used fast implementation algorithm Fawcett (2006).","code":"if (!require(remotes)) install.packages(\"remotes\") remotes::install_github(\"cadam00/lightAUC\")"},{"path":"https://cadam00.github.io/lightAUC/index.html","id":"example","dir":"","previous_headings":"","what":"Example","title":"Fast AUC Computation","text":"parallel calculations use:","code":"# Create some data probs <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals) ## 0.5 # E.g. 2 cores (you can use cores = parallel::detectCores() for your case) probs <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals, parallel = TRUE, cores = 2) ## 0.5"},{"path":"https://cadam00.github.io/lightAUC/index.html","id":"references","dir":"","previous_headings":"","what":"References","title":"Fast AUC Computation","text":"Fawcett, T. (2006). introduction ROC analysis. Pattern Recognition Letters, 27(8), 861–874. doi:10.1016/j.patrec.2005.10.010","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":null,"dir":"Reference","previous_headings":"","what":"Fast AUC computation — lightAUC","title":"Fast AUC computation — lightAUC","text":"Fast memory efficient AUC computation.","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"ref-usage","dir":"Reference","previous_headings":"","what":"Usage","title":"Fast AUC computation — lightAUC","text":"","code":"lightAUC(probs, actuals, parallel = FALSE, cores = 2)"},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"arguments","dir":"Reference","previous_headings":"","what":"Arguments","title":"Fast AUC computation — lightAUC","text":"probs numeric vector containing probability model, closer 1 positive class closer 0 negative class. actuals integer, numeric logical vector actual data, 1 positive class 0 negative class. parallel logical indicating multithreading used. default multithreading (parallel = FALSE). cores integer indicating number threads used parallel = TRUE. default cores=2, meaning 2 cores used.","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"details","dir":"Reference","previous_headings":"","what":"Details","title":"Fast AUC computation — lightAUC","text":"Binary AUC computation according Fawcett (2006) doi:10.1016/j.patrec.2005.10.010 .","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"value","dir":"Reference","previous_headings":"","what":"Value","title":"Fast AUC computation — lightAUC","text":"numeric value representing AUC metric.","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"references","dir":"Reference","previous_headings":"","what":"References","title":"Fast AUC computation — lightAUC","text":"Fawcett, T. (2006). introduction ROC analysis. Pattern Recognition Letters, 27(8), 861–874. doi:10.1016/j.patrec.2005.10.010","code":""},{"path":"https://cadam00.github.io/lightAUC/reference/lightAUC.html","id":"ref-examples","dir":"Reference","previous_headings":"","what":"Examples","title":"Fast AUC computation — lightAUC","text":"","code":"probs <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals) #> [1] 0.5 probs <- c(1, 0.4, 0.8) actuals <- c(FALSE, FALSE, TRUE) lightAUC(probs, actuals) #> [1] 0.5 probs <- c(1, 0.4, 0.8) actuals <- c(0, 0, 1) lightAUC(probs, actuals, parallel = TRUE, cores = 2L) #> [1] 0.5"},{"path":[]},{"path":"https://cadam00.github.io/lightAUC/news/index.html","id":"major-changes-0-1-1","dir":"Changelog","previous_headings":"","what":"Major changes","title":"lightAUC 0.1.1","text":"Add Makevars Makevars.win files needed ‘RcppParallel’.","code":""},{"path":[]},{"path":"https://cadam00.github.io/lightAUC/news/index.html","id":"major-changes-0-1-0","dir":"Changelog","previous_headings":"","what":"Major changes","title":"lightAUC 0.1.0","text":"Initial package version.","code":""}]