{"id":4920,"date":"2024-01-13T13:35:28","date_gmt":"2024-01-13T13:35:28","guid":{"rendered":"https:\/\/seybold-report.com\/?page_id=4920"},"modified":"2024-01-13T13:51:53","modified_gmt":"2024-01-13T13:51:53","slug":"shrinivas","status":"publish","type":"page","link":"https:\/\/seybold-report.com\/index.php\/shrinivas\/","title":{"rendered":"Shrinivas"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"4920\" class=\"elementor elementor-4920\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-9140fc7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9140fc7\" 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-24fe686\" data-id=\"24fe686\" 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-6813d19 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6813d19\" 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-1f68d9f\" data-id=\"1f68d9f\" 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-8156cbe elementor-widget elementor-widget-text-editor\" data-id=\"8156cbe\" 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>Twitter Data Pre-Processing and Detection of Fake Reviews<\/strong><\/a><\/p><p><strong>AUTHORS:\u00a0 \u00a0 \u00a0<\/strong><\/p><p><strong>Shrinivas Biradar<\/strong>, <strong>Dr. G T Raju<\/strong>, <strong>Divakar K M<\/strong><\/p><p><strong>DOI<\/strong>:\u00a0 <a href=\"https:\/\/doi-ojs.org\/10-5110-77-1097\/\">10.5110\/77. 1097\u00a0 <\/a>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<strong>Page:\u00a0 \u00a072-86<\/strong>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<strong>\u00a0Vol:<\/strong> 19\u00a0 \u00a0 <strong>Issue:<\/strong> 01\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>Over last few decades, Twitter has grown enormously. It is utilized now by a million people who disseminate knowledge about their lives and feelings. However, to process and analyze this information, evaluation of sentiment and theme modeling methods are used by the applications. The preliminary processing procedures necessary to derive characteristics using Twitter data are detailed in this study. The technique enables an improvement in sentiment estimation efficiency. In the past couple of decades, sentiment analysis of Tweets has advanced significantly by conducting many experiments in this area of expertise. Several machine-learning algorithms have been employed over the years and anticipate being employed in the future for sentiment analysis in the upcoming days to accomplish further accurate results. Nowadays people possess knowledge about platforms a place where people could convey opinions freely, hence this provides a chance for sentimental analysis could be carried through and the findings utilized for various goals since it may provide insight into a person&#8217;s intense condition. There are three main techniques employed in Sentiment Analysis: 1. Machine learning-based 2. Sentiment lexicon-based 3. Hybrid approach. In this study, we propose an approach that involves extracting attributes once an initial preprocessing of tweets. Furthermore, we utilize Logistic Regression, Na\u00efve Bayes, and Support Vector Machine (SVM) Classifiers to detect fraudulent reviews. The rise of online platforms and the growing influence of user-generated content have prompted a rise in the predominance of fake reviews. Fake reviews can be harmful to businesses and consumers alike, as they mislead potential customers and mislead market dynamics. Detecting fake reviews has become a critical task in maintaining the integrity of online review systems. Nevertheless, fake review detection poses numerous challenges. Confrontational attacks by individuals or groups trying to avoid detection classifiers require continuous refinement and adaptation of detection techniques. In this paper, the main objective is to highlight the significance of data pre-processing techniques and show how it could benefit to enhance the accuracy. In this paper, we additionally elucidate the factors contributing to the enhanced accuracy through a meticulous examination of each approach.<\/p><p><strong>Keywords:<\/strong><\/p><p>Sentiment Analysis, Machine Learning, Logistic Regression, Na\u00efve Bayes, SVM, Twitter, Pre-Processing<\/p><p><a href=\"#\"><strong>Received<\/strong>:<\/a> 26 December 2023<\/p><p><a href=\"#\"><strong>Accepted:<\/strong><\/a> 06 January 2024<\/p><p><a href=\"#\"> <strong>Published:<\/strong><\/a> 13 January 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-720571d elementor-widget elementor-widget-button\" data-id=\"720571d\" 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\/01\/Shrinivas1224.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-156b0f8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"156b0f8\" 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-d8024a2\" data-id=\"d8024a2\" 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-60b7424 elementor-widget elementor-widget-image\" data-id=\"60b7424\" 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 Twitter Data Pre-Processing and Detection of Fake Reviews AUTHORS:\u00a0 \u00a0 \u00a0 Shrinivas Biradar, Dr. G T Raju, Divakar K M DOI:\u00a0 10.5110\/77. 1097\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Page:\u00a0 \u00a072-86\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u00a0Vol: 19\u00a0 \u00a0 Issue: 01\u00a0 \u00a0Year: 2024 \u00a0 \u00a0 ABSTRACT Over last &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/seybold-report.com\/index.php\/shrinivas\/\"> <span class=\"screen-reader-text\">Shrinivas<\/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-4920","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Shrinivas - Seybold Report Journal<\/title>\n<meta name=\"description\" content=\"Seybold Report Journal \u200bis an Interdisciplinary research journal in the fields of Business, Management, Entrepreneurship, Law, Computer Science &amp; Engineering, Agriculture &amp; its allied fields, and Economic sciences.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/seybold-report.com\/index.php\/shrinivas\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Shrinivas - Seybold Report Journal\" \/>\n<meta property=\"og:description\" content=\"Seybold Report Journal \u200bis an Interdisciplinary research journal in the fields of Business, Management, Entrepreneurship, Law, Computer Science &amp; Engineering, Agriculture &amp; its allied fields, and Economic sciences.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/seybold-report.com\/index.php\/shrinivas\/\" \/>\n<meta property=\"og:site_name\" content=\"Seybold Report Journal\" \/>\n<meta property=\"article:modified_time\" content=\"2024-01-13T13:51:53+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/10\/creative-commons-cc-character-785334-300x300.png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/seybold-report.com\/index.php\/shrinivas\/\",\"url\":\"https:\/\/seybold-report.com\/index.php\/shrinivas\/\",\"name\":\"Shrinivas - Seybold Report Journal\",\"isPartOf\":{\"@id\":\"https:\/\/seybold-report.com\/#website\"},\"datePublished\":\"2024-01-13T13:35:28+00:00\",\"dateModified\":\"2024-01-13T13:51:53+00:00\",\"description\":\"Seybold Report Journal \u200bis an Interdisciplinary research journal in the fields of Business, Management, Entrepreneurship, Law, Computer Science & Engineering, Agriculture & its allied fields, and Economic sciences.\",\"breadcrumb\":{\"@id\":\"https:\/\/seybold-report.com\/index.php\/shrinivas\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/seybold-report.com\/index.php\/shrinivas\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/seybold-report.com\/index.php\/shrinivas\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/seybold-report.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Shrinivas\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/seybold-report.com\/#website\",\"url\":\"https:\/\/seybold-report.com\/\",\"name\":\"Seybold Report Journal\",\"description\":\"Seybold Report Journal\",\"publisher\":{\"@id\":\"https:\/\/seybold-report.com\/#organization\"},\"alternateName\":\"Seybold Report Journal\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/seybold-report.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/seybold-report.com\/#organization\",\"name\":\"Seybold Publications\",\"alternateName\":\"Seybold Report Journal\",\"url\":\"https:\/\/seybold-report.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/seybold-report.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/07\/cropped-Screenshot-2022-12-27-112122.png\",\"contentUrl\":\"https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/07\/cropped-Screenshot-2022-12-27-112122.png\",\"width\":485,\"height\":240,\"caption\":\"Seybold Publications\"},\"image\":{\"@id\":\"https:\/\/seybold-report.com\/#\/schema\/logo\/image\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Shrinivas - Seybold Report Journal","description":"Seybold Report Journal \u200bis an Interdisciplinary research journal in the fields of Business, Management, Entrepreneurship, Law, Computer Science & Engineering, Agriculture & its allied fields, and Economic sciences.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/seybold-report.com\/index.php\/shrinivas\/","og_locale":"en_US","og_type":"article","og_title":"Shrinivas - Seybold Report Journal","og_description":"Seybold Report Journal \u200bis an Interdisciplinary research journal in the fields of Business, Management, Entrepreneurship, Law, Computer Science & Engineering, Agriculture & its allied fields, and Economic sciences.","og_url":"https:\/\/seybold-report.com\/index.php\/shrinivas\/","og_site_name":"Seybold Report Journal","article_modified_time":"2024-01-13T13:51:53+00:00","og_image":[{"url":"https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/10\/creative-commons-cc-character-785334-300x300.png"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/seybold-report.com\/index.php\/shrinivas\/","url":"https:\/\/seybold-report.com\/index.php\/shrinivas\/","name":"Shrinivas - Seybold Report Journal","isPartOf":{"@id":"https:\/\/seybold-report.com\/#website"},"datePublished":"2024-01-13T13:35:28+00:00","dateModified":"2024-01-13T13:51:53+00:00","description":"Seybold Report Journal \u200bis an Interdisciplinary research journal in the fields of Business, Management, Entrepreneurship, Law, Computer Science & Engineering, Agriculture & its allied fields, and Economic sciences.","breadcrumb":{"@id":"https:\/\/seybold-report.com\/index.php\/shrinivas\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/seybold-report.com\/index.php\/shrinivas\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/seybold-report.com\/index.php\/shrinivas\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/seybold-report.com\/"},{"@type":"ListItem","position":2,"name":"Shrinivas"}]},{"@type":"WebSite","@id":"https:\/\/seybold-report.com\/#website","url":"https:\/\/seybold-report.com\/","name":"Seybold Report Journal","description":"Seybold Report Journal","publisher":{"@id":"https:\/\/seybold-report.com\/#organization"},"alternateName":"Seybold Report Journal","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/seybold-report.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/seybold-report.com\/#organization","name":"Seybold Publications","alternateName":"Seybold Report Journal","url":"https:\/\/seybold-report.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/seybold-report.com\/#\/schema\/logo\/image\/","url":"https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/07\/cropped-Screenshot-2022-12-27-112122.png","contentUrl":"https:\/\/seybold-report.com\/wp-content\/uploads\/2023\/07\/cropped-Screenshot-2022-12-27-112122.png","width":485,"height":240,"caption":"Seybold Publications"},"image":{"@id":"https:\/\/seybold-report.com\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/seybold-report.com\/index.php\/wp-json\/wp\/v2\/pages\/4920","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/seybold-report.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/seybold-report.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/seybold-report.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/seybold-report.com\/index.php\/wp-json\/wp\/v2\/comments?post=4920"}],"version-history":[{"count":26,"href":"https:\/\/seybold-report.com\/index.php\/wp-json\/wp\/v2\/pages\/4920\/revisions"}],"predecessor-version":[{"id":4958,"href":"https:\/\/seybold-report.com\/index.php\/wp-json\/wp\/v2\/pages\/4920\/revisions\/4958"}],"wp:attachment":[{"href":"https:\/\/seybold-report.com\/index.php\/wp-json\/wp\/v2\/media?parent=4920"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}