{"id":3421,"date":"2024-10-11T09:49:06","date_gmt":"2024-10-11T07:49:06","guid":{"rendered":"https:\/\/lyfense-pro.mrmilu.com\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/"},"modified":"2024-10-11T09:49:06","modified_gmt":"2024-10-11T07:49:06","slug":"unlock-real-time-fraud-detection-with-supervised-machine-learning","status":"publish","type":"post","link":"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/","title":{"rendered":"Unlock Real-Time Fraud Detection"},"content":{"rendered":"\nFinancial institutions face a relentless onslaught of fraud, with authorized push payment fraud (APPF) leading the charge. \u00a0Globally, APPF accounts for 75% of all digital banking fraud, and losses are projected to skyrocket in the coming years. \u00a0In this critical environment, accurate and timely fraud detection is paramount.\n\nThis white paper, developed by Lynx \u2013 a leader in AI-powered fraud prevention \u2013 explores how supervised machine learning (ML) provides the solution. \u00a0Authored by Carlos Santa Cruz, CTO of Lynx and Professor of Computer Science and Artificial Intelligence at the Universidad Aut\u00f3noma de Madrid, the paper delves into the crucial aspects of building, training, testing, and deploying effective ML models for real-time fraud detection.\n\n<strong>What you\u2019ll learn:<\/strong>\n<ul data-editing-info=\"{&quot;applyListStyleFromLevel&quot;:true}\">\n \t<li><strong>The challenges of traditional fraud detection methods:<\/strong>\u00a0Discover why rule-based systems fall short in today\u2019s complex digital landscape.<\/li>\n \t<li><strong>The power of supervised machine learning:<\/strong>\u00a0Understand how ML algorithms accurately classify transactions as genuine or fraudulent.<\/li>\n \t<li><strong>The five crucial phases of ML model construction:<\/strong>\u00a0From data preparation and feature extraction to model building and validation, learn the step-by-step process.<\/li>\n \t<li><strong>The importance of frequent retraining:<\/strong>\u00a0Explore why Lynx\u2019s Daily Adaptive Models retrain daily to maintain accuracy and minimize false positives.<\/li>\n \t<li><strong>The impact of model drift and how to overcome it:\u00a0<\/strong>Discover how environmental changes and evolving fraud techniques necessitate frequent model retraining.<\/li>\n \t<li><strong>Supervised vs. Unsupervised Learning:<\/strong>\u00a0Learn the significant performance difference between these approaches in the complex fraud detection problem.<\/li>\n<\/ul>\n<a href=\"https:\/\/landing.lynxtech.com\/daily-adaptive-model-whitepaper\" target=\"_blank\" rel=\"noopener\" rel=\\\"noopener\\\" target=\\\"_blank\\\">Download the white paper today<\/a>\u00a0and gain a comprehensive understanding of how Lynx\u2019s innovative technology helps financial institutions effectively combat fraud and safeguard their assets.\r\n\r\n<a href=\"https:\/\/landing.lynxtech.com\/unlock-real-time-fraud-detection-with-supervised-machine-learning\" target=\"_blank\" rel=\"noopener\" rel=\\\"noopener\\\" target=\\\"_blank\\\">Read the Whitepaper now<\/a>\n","protected":false},"excerpt":{"rendered":"<p>Financial institutions face a relentless onslaught of fraud, with authorized push payment fraud (APPF) leading the charge. \u00a0Globally, APPF accounts for 75% of all digital banking fraud, and losses are projected to skyrocket in the coming years. \u00a0In this critical environment, accurate and timely fraud detection is paramount. This white paper, developed by Lynx \u2013 [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":1534,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_uag_custom_page_level_css":"","url":"","_lynx_whitepaper_file_id":0,"_lynx_whitepaper_file_url":"","footnotes":""},"categories":[39,43],"tags":[],"tipologia":[79],"class_list":["post-3421","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-fraud","category-machine-learning","tipologia-whitepaper"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Unlock Real-Time Fraud Detection - Lyfense<\/title>\n<meta name=\"description\" content=\"Explore how supervised ML enables real\u2011time fraud detection\u2014covering model training, daily retraining, and overcoming model drift.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Unlock Real-Time Fraud Detection - Lyfense\" \/>\n<meta property=\"og:description\" content=\"Explore how supervised ML enables real\u2011time fraud detection\u2014covering model training, daily retraining, and overcoming model drift.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"Lyfense\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-11T07:49:06+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"993\" \/>\n\t<meta property=\"og:image:height\" content=\"671\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Nuria Herranz\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Nuria Herranz\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/lyfense.com\\\/en\\\/resources\\\/unlock-real-time-fraud-detection-with-supervised-machine-learning\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/lyfense.com\\\/en\\\/resources\\\/unlock-real-time-fraud-detection-with-supervised-machine-learning\\\/\"},\"author\":{\"name\":\"Nuria Herranz\",\"@id\":\"\\\/#\\\/schema\\\/person\\\/c3de8a00b241cb9ee54a431c5cd51f90\"},\"headline\":\"Unlock Real-Time Fraud Detection\",\"datePublished\":\"2024-10-11T07:49:06+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/lyfense.com\\\/en\\\/resources\\\/unlock-real-time-fraud-detection-with-supervised-machine-learning\\\/\"},\"wordCount\":269,\"publisher\":{\"@id\":\"\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/lyfense.com\\\/en\\\/resources\\\/unlock-real-time-fraud-detection-with-supervised-machine-learning\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/lyfense.com\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/WP-Machine-Learning2.jpg\",\"articleSection\":[\"Fraud\",\"Machine Learning\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/lyfense.com\\\/en\\\/resources\\\/unlock-real-time-fraud-detection-with-supervised-machine-learning\\\/\",\"url\":\"https:\\\/\\\/lyfense.com\\\/en\\\/resources\\\/unlock-real-time-fraud-detection-with-supervised-machine-learning\\\/\",\"name\":\"Unlock Real-Time Fraud Detection - Lyfense\",\"isPartOf\":{\"@id\":\"\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/lyfense.com\\\/en\\\/resources\\\/unlock-real-time-fraud-detection-with-supervised-machine-learning\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/lyfense.com\\\/en\\\/resources\\\/unlock-real-time-fraud-detection-with-supervised-machine-learning\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/lyfense.com\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/WP-Machine-Learning2.jpg\",\"datePublished\":\"2024-10-11T07:49:06+00:00\",\"description\":\"Explore how supervised ML enables real\u2011time fraud detection\u2014covering model training, daily retraining, and overcoming model drift.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/lyfense.com\\\/en\\\/resources\\\/unlock-real-time-fraud-detection-with-supervised-machine-learning\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/lyfense.com\\\/en\\\/resources\\\/unlock-real-time-fraud-detection-with-supervised-machine-learning\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/lyfense.com\\\/en\\\/resources\\\/unlock-real-time-fraud-detection-with-supervised-machine-learning\\\/#primaryimage\",\"url\":\"https:\\\/\\\/lyfense.com\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/WP-Machine-Learning2.jpg\",\"contentUrl\":\"https:\\\/\\\/lyfense.com\\\/wp-content\\\/uploads\\\/2026\\\/02\\\/WP-Machine-Learning2.jpg\",\"width\":993,\"height\":671,\"caption\":\"Machine Learning publication\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/lyfense.com\\\/en\\\/resources\\\/unlock-real-time-fraud-detection-with-supervised-machine-learning\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/lyfense.com\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Unlock Real-Time Fraud Detection\"}]},{\"@type\":\"WebSite\",\"@id\":\"\\\/#website\",\"url\":\"\\\/\",\"name\":\"Lyfense\",\"description\":\"\",\"publisher\":{\"@id\":\"\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"\\\/#organization\",\"name\":\"Lyfense\",\"alternateName\":\"Lyfense\",\"url\":\"\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/lyfense.com\\\/wp-content\\\/uploads\\\/2026\\\/03\\\/Lyfense-Logo-Horizontal-Black-2.svg\",\"contentUrl\":\"https:\\\/\\\/lyfense.com\\\/wp-content\\\/uploads\\\/2026\\\/03\\\/Lyfense-Logo-Horizontal-Black-2.svg\",\"width\":1,\"height\":1,\"caption\":\"Lyfense\"},\"image\":{\"@id\":\"\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/company\\\/lynxtech-ai\\\/\",\"https:\\\/\\\/www.youtube.com\\\/@lynxtech-ai\"]},{\"@type\":\"Person\",\"@id\":\"\\\/#\\\/schema\\\/person\\\/c3de8a00b241cb9ee54a431c5cd51f90\",\"name\":\"Nuria Herranz\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/10c857120318519eac87388037aa8fa06cb2650d69cfe403e0dda22a58e7f9b8?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/10c857120318519eac87388037aa8fa06cb2650d69cfe403e0dda22a58e7f9b8?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/10c857120318519eac87388037aa8fa06cb2650d69cfe403e0dda22a58e7f9b8?s=96&d=mm&r=g\",\"caption\":\"Nuria Herranz\"},\"url\":\"https:\\\/\\\/lyfense.com\\\/en\\\/resources\\\/author\\\/nuria\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Unlock Real-Time Fraud Detection - Lyfense","description":"Explore how supervised ML enables real\u2011time fraud detection\u2014covering model training, daily retraining, and overcoming model drift.","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:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/","og_locale":"en_US","og_type":"article","og_title":"Unlock Real-Time Fraud Detection - Lyfense","og_description":"Explore how supervised ML enables real\u2011time fraud detection\u2014covering model training, daily retraining, and overcoming model drift.","og_url":"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/","og_site_name":"Lyfense","article_published_time":"2024-10-11T07:49:06+00:00","og_image":[{"width":993,"height":671,"url":"https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2.jpg","type":"image\/jpeg"}],"author":"Nuria Herranz","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Nuria Herranz","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/#article","isPartOf":{"@id":"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/"},"author":{"name":"Nuria Herranz","@id":"\/#\/schema\/person\/c3de8a00b241cb9ee54a431c5cd51f90"},"headline":"Unlock Real-Time Fraud Detection","datePublished":"2024-10-11T07:49:06+00:00","mainEntityOfPage":{"@id":"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/"},"wordCount":269,"publisher":{"@id":"\/#organization"},"image":{"@id":"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2.jpg","articleSection":["Fraud","Machine Learning"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/","url":"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/","name":"Unlock Real-Time Fraud Detection - Lyfense","isPartOf":{"@id":"\/#website"},"primaryImageOfPage":{"@id":"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/#primaryimage"},"image":{"@id":"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2.jpg","datePublished":"2024-10-11T07:49:06+00:00","description":"Explore how supervised ML enables real\u2011time fraud detection\u2014covering model training, daily retraining, and overcoming model drift.","breadcrumb":{"@id":"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/#primaryimage","url":"https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2.jpg","contentUrl":"https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2.jpg","width":993,"height":671,"caption":"Machine Learning publication"},{"@type":"BreadcrumbList","@id":"https:\/\/lyfense.com\/en\/resources\/unlock-real-time-fraud-detection-with-supervised-machine-learning\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/lyfense.com\/en\/"},{"@type":"ListItem","position":2,"name":"Unlock Real-Time Fraud Detection"}]},{"@type":"WebSite","@id":"\/#website","url":"\/","name":"Lyfense","description":"","publisher":{"@id":"\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"\/#organization","name":"Lyfense","alternateName":"Lyfense","url":"\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"\/#\/schema\/logo\/image\/","url":"https:\/\/lyfense.com\/wp-content\/uploads\/2026\/03\/Lyfense-Logo-Horizontal-Black-2.svg","contentUrl":"https:\/\/lyfense.com\/wp-content\/uploads\/2026\/03\/Lyfense-Logo-Horizontal-Black-2.svg","width":1,"height":1,"caption":"Lyfense"},"image":{"@id":"\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/lynxtech-ai\/","https:\/\/www.youtube.com\/@lynxtech-ai"]},{"@type":"Person","@id":"\/#\/schema\/person\/c3de8a00b241cb9ee54a431c5cd51f90","name":"Nuria Herranz","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/10c857120318519eac87388037aa8fa06cb2650d69cfe403e0dda22a58e7f9b8?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/10c857120318519eac87388037aa8fa06cb2650d69cfe403e0dda22a58e7f9b8?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/10c857120318519eac87388037aa8fa06cb2650d69cfe403e0dda22a58e7f9b8?s=96&d=mm&r=g","caption":"Nuria Herranz"},"url":"https:\/\/lyfense.com\/en\/resources\/author\/nuria\/"}]}},"spectra_custom_meta":{"_wp_page_template":["default"],"copied_media_ids":["a:0:{}"],"referenced_media_ids":["a:0:{}"],"_yoast_wpseo_focuskw_text_input":[""],"_yoast_wpseo_metadesc":["Explore how supervised ML enables real\u2011time fraud detection\u2014covering model training, daily retraining, and overcoming model drift."],"url":[""],"_thumbnail_id":["1534"],"_wpml_word_count":["332"],"_uag_css_file_name":["uag-css-3421.css"],"_uagb_previous_block_counts":["a:90:{s:21:\"uagb\/advanced-heading\";i:0;s:15:\"uagb\/blockquote\";i:0;s:12:\"uagb\/buttons\";i:0;s:18:\"uagb\/buttons-child\";i:0;s:19:\"uagb\/call-to-action\";i:0;s:15:\"uagb\/cf7-styler\";i:0;s:11:\"uagb\/column\";i:0;s:12:\"uagb\/columns\";i:0;s:14:\"uagb\/container\";i:0;s:21:\"uagb\/content-timeline\";i:0;s:27:\"uagb\/content-timeline-child\";i:0;s:14:\"uagb\/countdown\";i:0;s:12:\"uagb\/counter\";i:0;s:8:\"uagb\/faq\";i:0;s:14:\"uagb\/faq-child\";i:0;s:10:\"uagb\/forms\";i:0;s:17:\"uagb\/forms-accept\";i:0;s:19:\"uagb\/forms-checkbox\";i:0;s:15:\"uagb\/forms-date\";i:0;s:16:\"uagb\/forms-email\";i:0;s:17:\"uagb\/forms-hidden\";i:0;s:15:\"uagb\/forms-name\";i:0;s:16:\"uagb\/forms-phone\";i:0;s:16:\"uagb\/forms-radio\";i:0;s:17:\"uagb\/forms-select\";i:0;s:19:\"uagb\/forms-textarea\";i:0;s:17:\"uagb\/forms-toggle\";i:0;s:14:\"uagb\/forms-url\";i:0;s:14:\"uagb\/gf-styler\";i:0;s:15:\"uagb\/google-map\";i:0;s:11:\"uagb\/how-to\";i:0;s:16:\"uagb\/how-to-step\";i:0;s:9:\"uagb\/icon\";i:0;s:14:\"uagb\/icon-list\";i:0;s:20:\"uagb\/icon-list-child\";i:0;s:10:\"uagb\/image\";i:0;s:18:\"uagb\/image-gallery\";i:0;s:13:\"uagb\/info-box\";i:0;s:18:\"uagb\/inline-notice\";i:0;s:11:\"uagb\/lottie\";i:0;s:21:\"uagb\/marketing-button\";i:0;s:10:\"uagb\/modal\";i:0;s:18:\"uagb\/popup-builder\";i:0;s:16:\"uagb\/post-button\";i:0;s:18:\"uagb\/post-carousel\";i:0;s:17:\"uagb\/post-excerpt\";i:0;s:14:\"uagb\/post-grid\";i:0;s:15:\"uagb\/post-image\";i:0;s:17:\"uagb\/post-masonry\";i:0;s:14:\"uagb\/post-meta\";i:0;s:18:\"uagb\/post-taxonomy\";i:0;s:18:\"uagb\/post-timeline\";i:0;s:15:\"uagb\/post-title\";i:0;s:20:\"uagb\/restaurant-menu\";i:0;s:26:\"uagb\/restaurant-menu-child\";i:0;s:11:\"uagb\/review\";i:0;s:12:\"uagb\/section\";i:0;s:14:\"uagb\/separator\";i:0;s:11:\"uagb\/slider\";i:0;s:17:\"uagb\/slider-child\";i:0;s:17:\"uagb\/social-share\";i:0;s:23:\"uagb\/social-share-child\";i:0;s:16:\"uagb\/star-rating\";i:0;s:23:\"uagb\/sure-cart-checkout\";i:0;s:22:\"uagb\/sure-cart-product\";i:0;s:15:\"uagb\/sure-forms\";i:0;s:22:\"uagb\/table-of-contents\";i:0;s:9:\"uagb\/tabs\";i:0;s:15:\"uagb\/tabs-child\";i:0;s:18:\"uagb\/taxonomy-list\";i:0;s:9:\"uagb\/team\";i:0;s:16:\"uagb\/testimonial\";i:0;s:14:\"uagb\/wp-search\";i:0;s:19:\"uagb\/instagram-feed\";i:0;s:10:\"uagb\/login\";i:0;s:17:\"uagb\/loop-builder\";i:0;s:18:\"uagb\/loop-category\";i:0;s:20:\"uagb\/loop-pagination\";i:0;s:15:\"uagb\/loop-reset\";i:0;s:16:\"uagb\/loop-search\";i:0;s:14:\"uagb\/loop-sort\";i:0;s:17:\"uagb\/loop-wrapper\";i:0;s:13:\"uagb\/register\";i:0;s:19:\"uagb\/register-email\";i:0;s:24:\"uagb\/register-first-name\";i:0;s:23:\"uagb\/register-last-name\";i:0;s:22:\"uagb\/register-password\";i:0;s:30:\"uagb\/register-reenter-password\";i:0;s:19:\"uagb\/register-terms\";i:0;s:22:\"uagb\/register-username\";i:0;}"],"_uag_page_assets":["a:9:{s:3:\"css\";s:260:\".uag-blocks-common-selector{z-index:var(--z-index-desktop) !important}@media(max-width: 976px){.uag-blocks-common-selector{z-index:var(--z-index-tablet) !important}}@media(max-width: 767px){.uag-blocks-common-selector{z-index:var(--z-index-mobile) !important}}\";s:2:\"js\";s:0:\"\";s:18:\"current_block_list\";a:1:{i:0;s:13:\"core\/freeform\";}s:8:\"uag_flag\";b:0;s:11:\"uag_version\";s:10:\"1776890270\";s:6:\"gfonts\";a:0:{}s:10:\"gfonts_url\";s:0:\"\";s:12:\"gfonts_files\";a:0:{}s:14:\"uag_faq_layout\";b:0;}"]},"uagb_featured_image_src":{"full":["https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2.jpg",993,671,false],"thumbnail":["https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2-150x150.jpg",150,150,true],"medium":["https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2-300x203.jpg",300,203,true],"medium_large":["https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2-768x519.jpg",640,433,true],"large":["https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2.jpg",640,432,false],"1536x1536":["https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2.jpg",993,671,false],"2048x2048":["https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2.jpg",993,671,false],"gform-image-choice-sm":["https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2.jpg",300,203,false],"gform-image-choice-md":["https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2.jpg",400,270,false],"gform-image-choice-lg":["https:\/\/lyfense.com\/wp-content\/uploads\/2026\/02\/WP-Machine-Learning2.jpg",600,405,false]},"uagb_author_info":{"display_name":"Nuria Herranz","author_link":"https:\/\/lyfense.com\/en\/resources\/author\/nuria\/"},"uagb_comment_info":0,"uagb_excerpt":"Financial institutions face a relentless onslaught of fraud, with authorized push payment fraud (APPF) leading the charge. \u00a0Globally, APPF accounts for 75% of all digital banking fraud, and losses are projected to skyrocket in the coming years. \u00a0In this critical environment, accurate and timely fraud detection is paramount. This white paper, developed by Lynx \u2013&hellip;","_links":{"self":[{"href":"https:\/\/lyfense.com\/en\/wp-json\/wp\/v2\/posts\/3421","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lyfense.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lyfense.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lyfense.com\/en\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/lyfense.com\/en\/wp-json\/wp\/v2\/comments?post=3421"}],"version-history":[{"count":0,"href":"https:\/\/lyfense.com\/en\/wp-json\/wp\/v2\/posts\/3421\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/lyfense.com\/en\/wp-json\/wp\/v2\/media\/1534"}],"wp:attachment":[{"href":"https:\/\/lyfense.com\/en\/wp-json\/wp\/v2\/media?parent=3421"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lyfense.com\/en\/wp-json\/wp\/v2\/categories?post=3421"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lyfense.com\/en\/wp-json\/wp\/v2\/tags?post=3421"},{"taxonomy":"tipologia","embeddable":true,"href":"https:\/\/lyfense.com\/en\/wp-json\/wp\/v2\/tipologia?post=3421"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}