Methods for augmenting binary datasets












0












$begingroup$


I have a small (~100 samples) dataset with roughly 20 features which are mostly binary, and a few are numeric (~5). I wanted to use methods for augmenting the training set and see if I can get better test accuracy. What methods/code can I use for augmenting binary datasets?










share|improve this question











$endgroup$




bumped to the homepage by Community 1 hour ago


This question has answers that may be good or bad; the system has marked it active so that they can be reviewed.




















    0












    $begingroup$


    I have a small (~100 samples) dataset with roughly 20 features which are mostly binary, and a few are numeric (~5). I wanted to use methods for augmenting the training set and see if I can get better test accuracy. What methods/code can I use for augmenting binary datasets?










    share|improve this question











    $endgroup$




    bumped to the homepage by Community 1 hour ago


    This question has answers that may be good or bad; the system has marked it active so that they can be reviewed.


















      0












      0








      0





      $begingroup$


      I have a small (~100 samples) dataset with roughly 20 features which are mostly binary, and a few are numeric (~5). I wanted to use methods for augmenting the training set and see if I can get better test accuracy. What methods/code can I use for augmenting binary datasets?










      share|improve this question











      $endgroup$




      I have a small (~100 samples) dataset with roughly 20 features which are mostly binary, and a few are numeric (~5). I wanted to use methods for augmenting the training set and see if I can get better test accuracy. What methods/code can I use for augmenting binary datasets?







      data-augmentation smote boosting






      share|improve this question















      share|improve this question













      share|improve this question




      share|improve this question








      edited Dec 23 '18 at 0:28









      wacax

      1,91021038




      1,91021038










      asked Nov 22 '18 at 12:55









      S_SS_S

      101




      101





      bumped to the homepage by Community 1 hour ago


      This question has answers that may be good or bad; the system has marked it active so that they can be reviewed.







      bumped to the homepage by Community 1 hour ago


      This question has answers that may be good or bad; the system has marked it active so that they can be reviewed.
























          1 Answer
          1






          active

          oldest

          votes


















          0












          $begingroup$

          You may try Metropolis–Hastings sampling if multi-dimensional, or else Adaptive rejection, unless you've already tried.






          share|improve this answer









          $endgroup$













            Your Answer





            StackExchange.ifUsing("editor", function () {
            return StackExchange.using("mathjaxEditing", function () {
            StackExchange.MarkdownEditor.creationCallbacks.add(function (editor, postfix) {
            StackExchange.mathjaxEditing.prepareWmdForMathJax(editor, postfix, [["$", "$"], ["\\(","\\)"]]);
            });
            });
            }, "mathjax-editing");

            StackExchange.ready(function() {
            var channelOptions = {
            tags: "".split(" "),
            id: "557"
            };
            initTagRenderer("".split(" "), "".split(" "), channelOptions);

            StackExchange.using("externalEditor", function() {
            // Have to fire editor after snippets, if snippets enabled
            if (StackExchange.settings.snippets.snippetsEnabled) {
            StackExchange.using("snippets", function() {
            createEditor();
            });
            }
            else {
            createEditor();
            }
            });

            function createEditor() {
            StackExchange.prepareEditor({
            heartbeatType: 'answer',
            autoActivateHeartbeat: false,
            convertImagesToLinks: false,
            noModals: true,
            showLowRepImageUploadWarning: true,
            reputationToPostImages: null,
            bindNavPrevention: true,
            postfix: "",
            imageUploader: {
            brandingHtml: "Powered by u003ca class="icon-imgur-white" href="https://imgur.com/"u003eu003c/au003e",
            contentPolicyHtml: "User contributions licensed under u003ca href="https://creativecommons.org/licenses/by-sa/3.0/"u003ecc by-sa 3.0 with attribution requiredu003c/au003e u003ca href="https://stackoverflow.com/legal/content-policy"u003e(content policy)u003c/au003e",
            allowUrls: true
            },
            onDemand: true,
            discardSelector: ".discard-answer"
            ,immediatelyShowMarkdownHelp:true
            });


            }
            });














            draft saved

            draft discarded


















            StackExchange.ready(
            function () {
            StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fdatascience.stackexchange.com%2fquestions%2f41556%2fmethods-for-augmenting-binary-datasets%23new-answer', 'question_page');
            }
            );

            Post as a guest















            Required, but never shown

























            1 Answer
            1






            active

            oldest

            votes








            1 Answer
            1






            active

            oldest

            votes









            active

            oldest

            votes






            active

            oldest

            votes









            0












            $begingroup$

            You may try Metropolis–Hastings sampling if multi-dimensional, or else Adaptive rejection, unless you've already tried.






            share|improve this answer









            $endgroup$


















              0












              $begingroup$

              You may try Metropolis–Hastings sampling if multi-dimensional, or else Adaptive rejection, unless you've already tried.






              share|improve this answer









              $endgroup$
















                0












                0








                0





                $begingroup$

                You may try Metropolis–Hastings sampling if multi-dimensional, or else Adaptive rejection, unless you've already tried.






                share|improve this answer









                $endgroup$



                You may try Metropolis–Hastings sampling if multi-dimensional, or else Adaptive rejection, unless you've already tried.







                share|improve this answer












                share|improve this answer



                share|improve this answer










                answered Nov 22 '18 at 14:08









                Random NerdRandom Nerd

                708




                708






























                    draft saved

                    draft discarded




















































                    Thanks for contributing an answer to Data Science Stack Exchange!


                    • Please be sure to answer the question. Provide details and share your research!

                    But avoid



                    • Asking for help, clarification, or responding to other answers.

                    • Making statements based on opinion; back them up with references or personal experience.


                    Use MathJax to format equations. MathJax reference.


                    To learn more, see our tips on writing great answers.




                    draft saved


                    draft discarded














                    StackExchange.ready(
                    function () {
                    StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fdatascience.stackexchange.com%2fquestions%2f41556%2fmethods-for-augmenting-binary-datasets%23new-answer', 'question_page');
                    }
                    );

                    Post as a guest















                    Required, but never shown





















































                    Required, but never shown














                    Required, but never shown












                    Required, but never shown







                    Required, but never shown

































                    Required, but never shown














                    Required, but never shown












                    Required, but never shown







                    Required, but never shown







                    Popular posts from this blog

                    How to label and detect the document text images

                    Vallis Paradisi

                    Tabula Rosettana