{"id":7155,"date":"2024-05-18T07:20:57","date_gmt":"2024-05-18T07:20:57","guid":{"rendered":"https:\/\/seybold-report.com\/?page_id=7155"},"modified":"2024-05-18T07:29:10","modified_gmt":"2024-05-18T07:29:10","slug":"asha-v-2","status":"publish","type":"page","link":"https:\/\/seybold-report.com\/index.php\/asha-v-2\/","title":{"rendered":"Asha V"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"7155\" class=\"elementor elementor-7155\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-28df3f0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"28df3f0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e485bfe\" data-id=\"e485bfe\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7047cbe elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7047cbe\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7285094\" data-id=\"7285094\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8805fd1 elementor-widget elementor-widget-text-editor\" data-id=\"8805fd1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.18.0 - 20-12-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<h5><strong>TITLE:\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/strong><\/h5><p><a href=\"https:\/\/seybold-report.com\/\"><strong>Enhancing Diabetes Prediction Accuracy with AdvanSVM: A Machine Learning Approach Using the PIMA Dataset<\/strong><\/a><\/p><p><strong>AUTHORS:\u00a0<\/strong><\/p><p><strong>Asha V <sup>,<\/sup> Manjunath Ramanna Lamani,Padmaja K<sup>\u00a0<\/sup>, Tejashwini A Gondhale<\/strong><\/p><p><strong>\u00a0<\/strong><strong>DOI<\/strong>:\u00a0 <a href=\"https:\/\/doi-ojs.org\/10-5110-77-1412\/\">10.5110\/77. 1412\u00a0<\/a> \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<strong>Page:\u00a0 \u00a051-72<\/strong>\u00a0 \u00a0 \u00a0 \u00a0\u00a0<strong>\u00a0Vol:<\/strong> 19\u00a0 \u00a0 <strong>Issue:<\/strong> 05\u00a0 \u00a0<strong>Year:<\/strong> 2024<\/p><p><img decoding=\"async\" class=\"alignnone wp-image-3235\" src=\"https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/10\/creative-commons-cc-character-785334-300x300.png\" alt=\"creative commons, cc, character-785334.jpg\" width=\"26\" height=\"26\" srcset=\"https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/10\/creative-commons-cc-character-785334-300x300.png 300w, https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/10\/creative-commons-cc-character-785334-1022x1024.png 1022w, https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/10\/creative-commons-cc-character-785334-150x150.png 150w, https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/10\/creative-commons-cc-character-785334-768x769.png 768w, https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/10\/creative-commons-cc-character-785334.png 1278w\" sizes=\"(max-width: 26px) 100vw, 26px\" \/>\u00a0 \u00a0<img decoding=\"async\" class=\"alignnone size-medium wp-image-1242\" src=\"https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/06\/kjk-e1687889230616-300x14.png\" alt=\"\" width=\"300\" height=\"14\" srcset=\"https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/06\/kjk-e1687889230616-300x14.png 300w, https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/06\/kjk-e1687889230616-768x36.png 768w, https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/06\/kjk-e1687889230616.png 900w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p><p><strong>ABSTRACT<\/strong><\/p><p>Current research introduces the AdvanSVM, an improved Support Vector Machine designed to refine diabetes predictions using the PIMA Indian Diabetes dataset. The study explores various imputation methods to assess their impact on predictive precision, underscoring the significance of feature selection for fine-tuning machine learning models targeting diabetes forecasts. It also points out the importance of data balance and sophisticated model formulation, along with the need for broader datasets to propel forward strides in this field. Challenges pertaining to the specificity of the dataset and the extension of the results beyond its scope are acknowledged. The AdvanSVM classifier, featuring custom kernel functions and tailored parameter adjustments, addresses these issues while also managing the inherent imbalance found in medical data. The research targets the unique challenges of the PIMA dataset, such as missing information and anomalies, striving for improved, clinically applicable predictions of diabetes. A thorough evaluation of the model with relevant metrics confirms its potential for providing precise diabetes predictions.<\/p><p><strong>\u00a0<\/strong><strong>Keywords:<\/strong><\/p><p>Diabetes Prediction, Machine Learning, Support Vector Machine, AdvanSVM, PIMA Indian Diabetes Dataset<\/p><p><a href=\"#\"><strong>Received<\/strong>: <\/a>19 April 2024<\/p><p><a href=\"#\"><strong>Accepted: <\/strong><\/a>10\u00a0 May 2024<\/p><p><a href=\"#\"> <strong>Published:<\/strong><\/a> 19 May 2024<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd88280 elementor-widget elementor-widget-button\" data-id=\"fd88280\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/seybold-report.com\/wp-content\/uploads\/2024\/05\/Asha-V.pdf\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon elementor-align-icon-left\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-file-pdf\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t<span class=\"elementor-button-text\">PDF<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-30afe51 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"30afe51\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-91ff165\" data-id=\"91ff165\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f7ae8d0 elementor-widget elementor-widget-image\" data-id=\"f7ae8d0\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.18.0 - 20-12-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/07\/ddds-e1688811920951-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-2318\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>TITLE:\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Enhancing Diabetes Prediction Accuracy with AdvanSVM: A Machine Learning Approach Using the PIMA Dataset AUTHORS:\u00a0 Asha V , Manjunath Ramanna Lamani,Padmaja K\u00a0, Tejashwini A Gondhale \u00a0DOI:\u00a0 10.5110\/77. 1412\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Page:\u00a0 \u00a051-72\u00a0 \u00a0 \u00a0 \u00a0\u00a0\u00a0Vol: 19\u00a0 \u00a0 Issue: 05\u00a0 \u00a0Year: 2024 \u00a0 \u00a0 &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/seybold-report.com\/index.php\/asha-v-2\/\"> <span class=\"screen-reader-text\">Asha V<\/span> Read More &raquo;<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"page-builder","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","footnotes":""},"class_list":["post-7155","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.7 - 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