{"id":9316,"date":"2026-09-15T10:54:50","date_gmt":"2026-09-15T02:54:50","guid":{"rendered":"https:\/\/www.akademisains.gov.my\/asmsj\/?post_type=article&#038;p=9316"},"modified":"2026-09-15T10:54:50","modified_gmt":"2026-09-15T02:54:50","slug":"detecting-depression-in-college-students-through-social-media-text-mining-a-predictive-modelling-approach","status":"publish","type":"article","link":"https:\/\/www.akademisains.gov.my\/asmsj\/article\/detecting-depression-in-college-students-through-social-media-text-mining-a-predictive-modelling-approach\/","title":{"rendered":"Detecting Depression in College Students Through Social Media Text Mining: A Predictive Modelling Approach"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row][vc_column width=&#8221;4\/5&#8243; css=&#8221;.asmsj-main-column{padding-bottom:10px !important;}&#8221;][vc_row_inner equal_height=&#8221;yes&#8221; css=&#8221;.asmsj-inner-row{margin-bottom:10px !important;}&#8221;][vc_column_inner][vc_column_text css=&#8221;&#8221;]\t\t\r\n\t\t<div class=\"mdocs\">\r\n\t\t\t<div class=\"mdocs-wrap\"><\/div>\r\n\t\t\t<div class=\"mdocs-container\">\r\n\t\t\t\t<table class=\"table table-hover table-condensed\" id=\"mdocs-list-table\">\r\n\t\t\t\t\t<thead>\r\n\t\t\t\t\t\t<tr>\r\n\t\t\t\t\t\t\t<th class=\"mdocs-name\">Name<\/th>\r\n\t\t\t\t\t\t\t<th class=\"mdocs-downloads\">Downloads<\/th>\r\n\t\t\t\t\t\t\t<th class=\"mdocs-version\">Version<\/th>\r\n\t\t\t\t\t\t\t<th class=\"mdocs-author\">Owner<\/th>\r\n\t\t\t\t\t\t\t<th class=\"mdocs-modified\">Last Updated<\/th>\r\n\t\t\t\t\t\t\t<th class=\"mdocs-file-size\">File Size<\/th>\r\n\t\t\t\t\t\t<\/tr>\r\n\t\t\t\t\t<\/thead>\r\n\t\t\t\t\t<tbody>\r\n\t\t\t\t\t\t<tr class=\"mdocs-normal\">\r\n\t\t\t\t\t\t\t<td class=\"mdocs-name\">\r\n\t\t\t\t\t\t\t\t<div class=\"mdocs-btn-group btn-group\">\r\n\t\t\t\t\t\t\t\t\t<a class=\"mdocs-title-href\" href=\"https:\/\/www.akademisains.gov.my\/asmsj\/?sdm_process_download=1&#038;download_id=9314\" target=\"_blank\">\r\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/www.akademisains.gov.my\/asmsj\/wp-content\/plugins\/simple-download-monitor\/images\/pdf.png\" class=\"mdoc-file-type-icon\" alt=\"PDF\">\r\n\t\t\t\t\t\t\t\t\t\tDetecting Depression in College Students Through Social Media Text Mining: A Predictive Modelling Approach\t\t\t\t\t\t\t\t\t<\/a>\r\n\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t<\/td>\r\n\t\t\t\t\t\t\t<td class=\"mdocs-downloads\">\r\n\t\t\t\t\t\t\t\t<i class=\"fas fa-cloud-download-alt\" aria-hidden=\"true\" title=\"Downloads\"><\/i>\r\n\t\t\t\t\t\t\t\t<em style=\"color: #FF9140;\">15 <small>downloads<\/small><\/em>\r\n\t\t\t\t\t\t\t<\/td>\r\n\t\t\t\t\t\t\t<td class=\"mdocs-version\">\r\n\t\t\t\t\t\t\t\t<i class=\"fa fa-history\" aria-hidden=\"true\" title=\"Version\"><\/i>\r\n\t\t\t\t\t\t\t\t<em style=\"color: #0066FF;\">1.0<\/em>\r\n\t\t\t\t\t\t\t<\/td>\r\n\t\t\t\t\t\t\t<td class=\"mdocs-author\">\r\n\t\t\t\t\t\t\t\t<i class=\"fa fa-user\" aria-hidden=\"true\" title=\"Owner\"><\/i>\r\n\t\t\t\t\t\t\t\t<em style=\"color: #666;\">ikram<\/em>\r\n\t\t\t\t\t\t\t<\/td>\r\n\t\t\t\t\t\t\t<td class=\"mdocs-modified\">\r\n\t\t\t\t\t\t\t\t<i class=\"fa fa-calendar\" aria-hidden=\"true\" title=\"Last Modified\"><\/i>\r\n\t\t\t\t\t\t\t\t<em style=\"color: #990000;\">15-09-2026 15:16<\/em>\r\n\t\t\t\t\t\t\t<\/td>\r\n\t\t\t\t\t\t\t<td class=\"mdocs-file-size\">\r\n\t\t\t\t\t\t\t\t<i class=\"fa fa-database\" aria-hidden=\"true\" title=\"File Size\"><\/i>\r\n\t\t\t\t\t\t\t\t<em>624 KB<\/em>\r\n\t\t\t\t\t\t\t<\/td>\r\n\t\t\t\t\t\t<\/tr>\r\n\t\t\t\t\t<\/tbody>\r\n\t\t\t\t<\/table>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t<div class=\"vc_btn3-container vc_btn3-center vc_custom_1753429848041 vc_do_btn\">\r\n\t\t\t<a class=\"vc_general vc_btn3 vc_btn3-size-md vc_btn3-shape-square vc_btn3-style-flat vc_btn3-block vc_btn3-icon-left vc_btn3-color-grey\" \r\n\t\t\t   href=\"https:\/\/www.akademisains.gov.my\/asmsj\/?sdm_process_download=1&#038;download_id=9314\" target=\"_blank\">\r\n\t\t\t\t<i class=\"vc_btn3-icon \"><\/i> Download PDF\r\n\t\t\t<\/a>\r\n\t\t<\/div>\r\n\t\t\t\r\n    <div class=\"asmsj-article-header\">\r\n        <p>ASM Sc. J., 21(2), 2026<\/p>\r\n\t\t<p>Published on September 15, 2026<\/p>\r\n                    <p><a href=\"https:\/\/doi.org\/10.32802\/asmscj.2026.0002\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.32802\/asmscj.2026.0002<\/a><\/p>\r\n        \r\n                    <p><strong>Author: <\/strong>Chee Keong Ch\u2019ng, Pui Xian Chung<\/p>\r\n        \r\n                    <p><strong>Abstract<\/strong><\/p>\r\n\t\t\t<p style=\"text-align:justify;\">Depression is a rising mental health concern among college students, often manifesting through linguistic and behavioural cues on social media platforms such as Facebook. This study aims to analyse social media comments using text mining techniques to detect potential signs of depression. The  research applies a  structured  methodology  beginning with text preprocessing, word cloud visualisation, and content analysis to uncover patterns indicative of emotional distress. Hierarchical clustering is then used to group related depressive themes. Several predictive models, including Logistic Regression, Support Vector Machine (SVM), Decision Tree, Random Forest, and Naive Bayes, are developed and evaluated using performance metrics such as Area Under the Curve (AUC), Classification Accuracy (CA), Precision (Prec),  F1-score, Recall, and Matthews Correlation Coefficient (MCC). Based  on  the evaluation results, logistic regression outperformed the other methods and was selected for deployment to predict future instances of depression from social media text. The findings provide valuable  insights into students\u2019 digital expressions and support the development of early intervention tools for mental health monitoring.<\/p>\r\n        \r\n                    <p><strong>Keywords:<\/strong>\r\n                content analysis, depression detection, predictive model, social media, text mining            <\/p>\r\n            <\/div>\r\n\t\r\n\t\r\n\t\r\n\t<div class=\"asmsj-citation-box\">\r\n        <h3>How to Cite<\/h3>\r\n        <p id=\"citation-text\">\r\n            2026. Detecting Depression in College Students Through Social Media Text Mining: A Predictive Modelling Approach. <em>ASM Science Journal<\/em>, 21(2), 1-16. <a href=\"https:\/\/doi.org\/10.32802\/asmscj.2026.0002\" target=\"_blank\" rel=\"noopener\">https:\/\/doi.org\/10.32802\/asmscj.2026.0002<\/a>        <\/p>\r\n\r\n        <div class=\"asmsj-actions\">\r\n            <select id=\"citation-format\">\r\n                <option value=\"apa\">APA<\/option>\r\n                <option value=\"mla\">MLA<\/option>\r\n                <option value=\"chicago\">Chicago<\/option>\r\n                <option value=\"harvard\">Harvard<\/option>\r\n                <option value=\"ieee\">IEEE<\/option>\r\n                <option value=\"vancouver\">Vancouver<\/option>\r\n            <\/select>\r\n\r\n            <button id=\"copy-citation\">Copy<\/button>\r\n            <div id=\"loading-spinner\" class=\"hidden\"><\/div>\r\n        <\/div>\r\n    <\/div>\r\n\r\n    <script>\r\n    jQuery(document).ready(function($) {\r\n        $('#citation-format').change(function() {\r\n            var format = $(this).val();\r\n            var postID = 9316;\r\n            \r\n            $('#loading-spinner').show(); \/\/ Show loading animation\r\n\r\n            $.post(asmsj_ajax.ajaxurl, {\r\n                action: 'generate_citation',\r\n                format: format,\r\n                post_id: postID\r\n            }, function(response) {\r\n                $('#citation-text').html(response);\r\n                $('#loading-spinner').hide(); \/\/ Hide loading animation\r\n            });\r\n        });\r\n\r\n        $('#copy-citation').click(function() {\r\n            var citation = $('#citation-text').text();\r\n            navigator.clipboard.writeText(citation).then(function() {\r\n                alert(\"Citation copied to clipboard!\");\r\n            });\r\n        });\r\n    });\r\n    <\/script>\r\n    [\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][vc_column width=&#8221;1\/5&#8243;][vc_widget_sidebar sidebar_id=&#8221;sidebar-blog&#8221;][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Chee Keong Ch\u2019ng, Pui Xian Chung<br \/>https:\/\/doi.org\/10.32802\/asmscj.2026.0002<\/a><\/p>\n","protected":false},"author":827,"featured_media":0,"menu_order":0,"comment_status":"open","ping_status":"open","template":"","format":"standard","meta":{"footnotes":""},"categories":[73],"tags":[4153,4154,4155,2691,3634],"issuem_issue":[4111],"class_list":["post-9316","article","type-article","status-publish","format-standard","hentry","category-research-articles","tag-content-analysis","tag-depression-detection","tag-predictive-model","tag-social-media","tag-text-mining","issuem_issue-asm-sc-j-vol-21-no-2-2026"],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/article\/9316","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/article"}],"about":[{"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/types\/article"}],"author":[{"embeddable":true,"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/users\/827"}],"replies":[{"embeddable":true,"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/comments?post=9316"}],"version-history":[{"count":2,"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/article\/9316\/revisions"}],"predecessor-version":[{"id":9318,"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/article\/9316\/revisions\/9318"}],"wp:attachment":[{"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/media?parent=9316"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/categories?post=9316"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/tags?post=9316"},{"taxonomy":"issuem_issue","embeddable":true,"href":"https:\/\/www.akademisains.gov.my\/asmsj\/wp-json\/wp\/v2\/issuem_issue?post=9316"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}