{"id":59433,"date":"2025-01-31T05:05:30","date_gmt":"2025-01-31T04:05:30","guid":{"rendered":"https:\/\/www.ycomieronperdices.net\/temp\/oconnor2025\/analisis-de-recurrencia-aplicado-a-la-deteccion-de-la-apnea-obstructiva-del-sueno\/"},"modified":"2025-07-23T14:41:11","modified_gmt":"2025-07-23T12:41:11","slug":"analisis-de-recurrencia-aplicado-a-la-deteccion-de-la-apnea-obstructiva-del-sueno","status":"publish","type":"post","link":"https:\/\/carlosoconnor.es\/en\/analisis-de-recurrencia-aplicado-a-la-deteccion-de-la-apnea-obstructiva-del-sueno\/","title":{"rendered":"Recurrence analysis applied to the detection of obstructive sleep apnea"},"content":{"rendered":"<p>Obstructive sleep apnea (OSA) represents a major health problem. While polysomnography (PSG) remains the gold standard, its resource-intensive nature has encouraged the exploration of other alternative approaches. Most of them were based on heart rate variability (HRV) analysis, but only a few of them have presented a recurrence-based approach. The present paper addresses this gap by integrating convolutional neural networks (CNN) with HRV recurrence analysis. Employing three different and publicly available databases from the official PhysioNet repository (Apnea-ECG, MIT-BIH, and UCD-DB), the presented method was able to expose hidden patterns within the phase-space distance matrix of HRV, which is discernible at an appropriate level of abstraction via CNN.<\/p>\n<p>&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8211;<\/p>\n<p>#apneaobstructivadelsue\u00f1o #otorrinonaringologia #obstructivesleepapnea #otorhinolaryngology #aos #neuralnetworks #deeplearning #redesneuronales #aprendizajeprofundo<\/p>\n<p>Link: <a href=\"https:\/\/www.mdpi.com\/2076-3417\/15\/1\/433\">https:\/\/www.mdpi.com\/2076-3417&#8230;<\/a><\/p>\n<figure><\/figure>","protected":false},"excerpt":{"rendered":"<p>La apnea obstructiva del sue\u00f1o (AOS) representa un problema de salud importante. Si bien la polisomnograf\u00eda (PSG) sigue siendo el est\u00e1ndar de oro, su naturaleza intensiva en recursos ha alentado&hellip;<\/p>","protected":false},"author":1,"featured_media":60046,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[268],"tags":[],"class_list":["post-59433","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ultimos-avances"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>An\u00e1lisis de recurrencia aplicado a la detecci\u00f3n de la apnea obstructiva del sue\u00f1o - Carlos O&#039;Connor<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/carlosoconnor.es\/en\/analisis-de-recurrencia-aplicado-a-la-deteccion-de-la-apnea-obstructiva-del-sueno\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"An\u00e1lisis de recurrencia aplicado a la detecci\u00f3n de la apnea obstructiva del sue\u00f1o - Carlos O&#039;Connor\" \/>\n<meta property=\"og:description\" content=\"La apnea obstructiva del sue\u00f1o (AOS) representa un problema de salud importante. Si bien la polisomnograf\u00eda (PSG) sigue siendo el est\u00e1ndar de oro, su naturaleza intensiva en recursos ha alentado&hellip;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/carlosoconnor.es\/en\/analisis-de-recurrencia-aplicado-a-la-deteccion-de-la-apnea-obstructiva-del-sueno\/\" \/>\n<meta property=\"og:site_name\" content=\"Carlos O&#039;Connor\" \/>\n<meta property=\"article:published_time\" content=\"2025-01-31T04:05:30+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-07-23T12:41:11+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2025\/01\/00.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"983\" \/>\n\t<meta property=\"og:image:height\" content=\"576\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"gestion\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"gestion\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated 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:\/\/carlosoconnor.es\/analisis-de-recurrencia-aplicado-a-la-deteccion-de-la-apnea-obstructiva-del-sueno\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/carlosoconnor.es\/analisis-de-recurrencia-aplicado-a-la-deteccion-de-la-apnea-obstructiva-del-sueno\/\"},\"author\":{\"name\":\"gestion\",\"@id\":\"https:\/\/carlosoconnor.es\/#\/schema\/person\/c879dbc2b732eaa32429f50dfbd0a949\"},\"headline\":\"An\u00e1lisis de recurrencia aplicado a la detecci\u00f3n de la apnea obstructiva del sue\u00f1o\",\"datePublished\":\"2025-01-31T04:05:30+00:00\",\"dateModified\":\"2025-07-23T12:41:11+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/carlosoconnor.es\/analisis-de-recurrencia-aplicado-a-la-deteccion-de-la-apnea-obstructiva-del-sueno\/\"},\"wordCount\":187,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/carlosoconnor.es\/#organization\"},\"image\":{\"@id\":\"https:\/\/carlosoconnor.es\/analisis-de-recurrencia-aplicado-a-la-deteccion-de-la-apnea-obstructiva-del-sueno\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/carlosoconnor.es\/wp-content\/uploads\/2025\/01\/00.jpg\",\"articleSection\":[\"\u00daltimos avances\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/carlosoconnor.es\/analisis-de-recurrencia-aplicado-a-la-deteccion-de-la-apnea-obstructiva-del-sueno\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/carlosoconnor.es\/analisis-de-recurrencia-aplicado-a-la-deteccion-de-la-apnea-obstructiva-del-sueno\/\",\"url\":\"https:\/\/carlosoconnor.es\/analisis-de-recurrencia-aplicado-a-la-deteccion-de-la-apnea-obstructiva-del-sueno\/\",\"name\":\"An\u00e1lisis de recurrencia aplicado a la detecci\u00f3n de la apnea obstructiva del sue\u00f1o - 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