Human Activity Recognition adalah teknologi yang memperkenalkan gerakan tubuh manusia menggunakan accelerometer, giroskop, global positioning system, dan kamera. Awal munculnya metode support vector machine digunakan untuk mengklasifikasi 2 kelas, sehingga diperlukan pengembangan untuk mengatasi permasalahan multikelas dan banyaknya dataset yang berskala besar mengakibatkan kinerja menjadi tidak optimal. Tujuan kertas ini adalah menerapkan metode ensemble Support Vector Machine dalam mengklasifikasikan gerakan berjalan, berlari, dan naik tangga berdasarkan sensor accelerometer dan gyroscope pada smartphone. Serta melihat kinerja metode ensemble Support Vector Machine ketika menggunakan kernel linear dan RBF. Hasil akurasi Support Vector Machine kernel linear sebesar 79.66% dan mengalami peningkatan sebesar 88.01% setelah menggunakan ensemble. Sedangkan akurasi untuk Support Vector Machine kernel RBF sebesar 79.51 dan mengalami peningkatan sebesar 88.04% setelah menggunakan ensemble.
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HookRegistry.call(Templates::Article::Footer::PageFooter, Array[3]) % line 1256, file: PKPTemplateManager.inc.php
PKPTemplateManager.smartyCallHook(Array[1], Object:Smarty_Internal_Template) % line 43, file: 5344c657d475ac490e5be9e38a89fff34c6138fd^1c372c95cd85572e0fbc9a53d0323a0b229cfc78_0.app.frontendpagesarticle.tpl.php
content_6450705eeb57a1_07135861(Object:Smarty_Internal_Template) % line 123, file: smarty_template_resource_base.php
Smarty_Template_Resource_Base.getRenderedTemplateCode(Object:Smarty_Internal_Template) % line 114, file: smarty_template_compiled.php
Smarty_Template_Compiled.render(Object:Smarty_Internal_Template) % line 216, file: smarty_internal_template.php
Smarty_Internal_Template.render(false, 1) % line 232, file: smarty_internal_templatebase.php
Smarty_Internal_TemplateBase._execute(Object:Smarty_Internal_Template, null, 5344c657d475ac490e5be9e38a89fff34c6138fd, null, 1) % line 134, file: smarty_internal_templatebase.php
Smarty_Internal_TemplateBase.display(frontend/pages/article.tpl, null, 5344c657d475ac490e5be9e38a89fff34c6138fd, null) % line 924, file: PKPTemplateManager.inc.php
PKPTemplateManager.display(frontend/pages/article.tpl) % line 292, file: ArticleHandler.inc.php
ArticleHandler.view(Array[1], Object:Request) % line 391, file: PKPRouter.inc.php
PKPRouter._authorizeInitializeAndCallRequest(Array[2], Object:Request, Array[1], false) % line 231, file: PKPPageRouter.inc.php
PKPPageRouter.route(Object:Request) % line 143, file: Dispatcher.inc.php
Dispatcher.dispatch(Object:Request) % line 281, file: PKPApplication.inc.php
PKPApplication.execute() % line 68, file: index.php
ADOConnection.CacheExecute(3600, SELECT o.submission_id, MAX(s.context_id) AS journal_id, MAX(i.date_published) AS i_pub, MAX(p.date_published) A..., Array[2]) % line 132, file: DAO.inc.php
DAO.retrieveCached(SELECT o.submission_id, MAX(s.context_id) AS journal_id, MAX(i.date_published) AS i_pub, MAX(p.date_published) A..., Array[2], 3600) % line 91, file: ArticleSearchDAO.inc.php
ArticleSearchDAO.getPhraseResults(Object:Journal, Array[1], null, null, , 500, 1) % line 202, file: SubmissionSearch.inc.php
SubmissionSearch._getMergedPhraseResults(Object:Journal, Array[1], , null, null, 500, 1) % line 147, file: SubmissionSearch.inc.php
SubmissionSearch._getMergedKeywordResults(Object:Journal, Array[4], , null, null, 500, 1) % line 195, file: SubmissionSearch.inc.php
SubmissionSearch._getMergedPhraseResults(Object:Journal, Array[4], null, null, null, 500, 1) % line 147, file: SubmissionSearch.inc.php
SubmissionSearch._getMergedKeywordResults(Object:Journal, Array[3], null, null, null, 500, 1) % line 133, file: SubmissionSearch.inc.php
SubmissionSearch._getMergedArray(Object:Journal, Array[1], null, null) % line 264, file: SubmissionSearch.inc.php
SubmissionSearch.retrieveResults(Object:Request, Object:Journal, Array[1], null, null, null, Object:DBResultRange, Array[1]) % line 92, file: RecommendBySimilarityPlugin.inc.php
RecommendBySimilarityPlugin.callbackTemplateArticlePageFooter(Templates::Article::Footer::PageFooter, Array[3]) % line 107, file: HookRegistry.inc.php
HookRegistry.call(Templates::Article::Footer::PageFooter, Array[3]) % line 1256, file: PKPTemplateManager.inc.php
PKPTemplateManager.smartyCallHook(Array[1], Object:Smarty_Internal_Template) % line 43, file: 5344c657d475ac490e5be9e38a89fff34c6138fd^1c372c95cd85572e0fbc9a53d0323a0b229cfc78_0.app.frontendpagesarticle.tpl.php
content_6450705eeb57a1_07135861(Object:Smarty_Internal_Template) % line 123, file: smarty_template_resource_base.php
Smarty_Template_Resource_Base.getRenderedTemplateCode(Object:Smarty_Internal_Template) % line 114, file: smarty_template_compiled.php
Smarty_Template_Compiled.render(Object:Smarty_Internal_Template) % line 216, file: smarty_internal_template.php
Smarty_Internal_Template.render(false, 1) % line 232, file: smarty_internal_templatebase.php
Smarty_Internal_TemplateBase._execute(Object:Smarty_Internal_Template, null, 5344c657d475ac490e5be9e38a89fff34c6138fd, null, 1) % line 134, file: smarty_internal_templatebase.php
Smarty_Internal_TemplateBase.display(frontend/pages/article.tpl, null, 5344c657d475ac490e5be9e38a89fff34c6138fd, null) % line 924, file: PKPTemplateManager.inc.php
PKPTemplateManager.display(frontend/pages/article.tpl) % line 292, file: ArticleHandler.inc.php
ArticleHandler.view(Array[1], Object:Request) % line 391, file: PKPRouter.inc.php
PKPRouter._authorizeInitializeAndCallRequest(Array[2], Object:Request, Array[1], false) % line 231, file: PKPPageRouter.inc.php
PKPPageRouter.route(Object:Request) % line 143, file: Dispatcher.inc.php
Dispatcher.dispatch(Object:Request) % line 281, file: PKPApplication.inc.php
PKPApplication.execute() % line 68, file: index.php
