{"id":3589,"date":"2020-11-17T10:14:50","date_gmt":"2020-11-17T10:14:50","guid":{"rendered":"https:\/\/revista.isfin.ro\/?p=3589"},"modified":"2022-05-19T21:20:35","modified_gmt":"2022-05-19T21:20:35","slug":"detectarea-anomaliilor-in-evolutia-zilnica-a-indicilor-bursieri-folosind-retele-neuronale-lucian-liviu-albu-radu-lupu","status":"publish","type":"post","link":"https:\/\/revista.isfin.ro\/en\/2020\/11\/17\/detectarea-anomaliilor-in-evolutia-zilnica-a-indicilor-bursieri-folosind-retele-neuronale-lucian-liviu-albu-radu-lupu\/","title":{"rendered":"Detectarea anomaliilor \u00een evolu\u021bia zilnic\u0103 a indicilor bursieri folosind re\u0163ele neuronale &#8211; Lucian Liviu Albu, Radu Lupu"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"3589\" class=\"elementor elementor-3589\" data-elementor-settings=\"[]\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-23c517a3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"23c517a3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1ee8192d\" data-id=\"1ee8192d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-5a70f4e6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5a70f4e6\" 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\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-1bc2021c\" data-id=\"1bc2021c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-40d1d1b6 elementor-widget elementor-widget-text-editor\" data-id=\"40d1d1b6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p>\u00a0Authors: Lucian Liviu Albu, Radu Lupu\u00a0<br \/>\u00a0Vol. 5 \u2022 No. 9 \u2022 November 2020<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-13949866\" data-id=\"13949866\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-68ff88c6 elementor-position-right elementor-view-default elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"68ff88c6\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a class=\"elementor-icon elementor-animation-\" href=\"https:\/\/revista.isfin.ro\/wp-content\/uploads\/2020\/11\/7_AlbuLucian_eng_rezumat.pdf\" target=\"_blank\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\t\t\t\t<h6 class=\"elementor-icon-box-title\">\n\t\t\t\t\t<a href=\"https:\/\/revista.isfin.ro\/wp-content\/uploads\/2020\/11\/7_AlbuLucian_eng_rezumat.pdf\" target=\"_blank\" >\n\t\t\t\t\t\tView Abstract PDF\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-17f1cb03 elementor-position-right elementor-view-default elementor-vertical-align-top elementor-widget elementor-widget-icon-box\" data-id=\"17f1cb03\" data-element_type=\"widget\" data-widget_type=\"icon-box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-box-wrapper\">\n\t\t\t\t\t\t<div class=\"elementor-icon-box-icon\">\n\t\t\t\t<a class=\"elementor-icon elementor-animation-\" href=\"https:\/\/revista.isfin.ro\/wp-content\/uploads\/2020\/11\/7_AlbuLucian_eng.pdf\" target=\"_blank\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-arrow-down\"><\/i>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"elementor-icon-box-content\">\n\t\t\t\t<h6 class=\"elementor-icon-box-title\">\n\t\t\t\t\t<a href=\"https:\/\/revista.isfin.ro\/wp-content\/uploads\/2020\/11\/7_AlbuLucian_eng.pdf\" target=\"_blank\" >\n\t\t\t\t\t\tView Article PDF\t\t\t\t\t<\/a>\n\t\t\t\t<\/h6>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e777a33 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"2e777a33\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4cb068e7 elementor-widget elementor-widget-text-editor\" data-id=\"4cb068e7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><strong>Abstract<\/strong><\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6adc812b elementor-widget elementor-widget-text-editor\" data-id=\"6adc812b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p class=\" translation-block\">Neural networks have been long used for time series analysis in various applications. The late boost in computer power and data engineering brought about a myriad of algorithms that are wrapped under the larger title of Data Science. The apparent proliferation of these algorithms is due to their employment for several applications that range from simple classification problems, such as spam e-mail identification, to pattern detection in images and videos and several forecasting applications. Heralding the world of machine learning, these algorithms are trained on large amounts of data with the objective to extract repetitive structures that are likely to persist. It is therefore explainable the recent attention that these algorithms are given from the perspective of economic applications. This paper employs a recurrent neural network algorithm on daily data for several stock market indices in order to detect anomalous behaviour. The approach is rooted in the jump-detection literature that has the objective to identify outlying realizations of log-returns for diverse stock market data. We show that this approach establishes economically significant patterns that can be considered as anomalies when compared to their past dynamics.<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69f4fc48 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"69f4fc48\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5125784b elementor-widget elementor-widget-text-editor\" data-id=\"5125784b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><strong>Keywords<\/strong>: anomaly detection, neural networks, LSTM, stock market<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6697eb6b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"6697eb6b\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1539cde8 elementor-widget elementor-widget-text-editor\" data-id=\"1539cde8\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><strong>JEL classification<\/strong>: C58; C53; G14<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14c65ec elementor-widget elementor-widget-text-editor\" data-id=\"14c65ec\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">\n\t\t\t\t<p><strong>DOI<\/strong>: 10.55654\/JFS.2021.5.9.02<\/p>\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-12b38c24 elementor-widget elementor-widget-eael-creative-button\" data-id=\"12b38c24\" data-element_type=\"widget\" data-widget_type=\"eael-creative-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t        <div class=\"eael-creative-button-wrapper\">\n\n            <a class=\"eael-creative-button eael-creative-button--default\" href=\"https:\/\/revista.isfin.ro\/en\/arhiva\/\" data-text=\"\">\n\n                <div class=\"creative-button-inner\">\n\n                    \n                    <span class=\"cretive-button-text\"> BACK <\/span>\n\n                                    <\/div>\n            <\/a>\n        <\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>\u00a0Autori: Lucian Liviu Albu, Radu Lupu\u00a0\u00a0Vol. 5 \u2022 Nr. 9 \u2022 Noiembrie 2020 Vizualizare Abstract PDF Vizualizare Articol PDF Abstract Re\u021belele neuronale au fost folosite mult timp pentru analiza seriilor de timp \u00een diferite aplica\u021bii. Dezvoltarea recent\u0103 a puterii computerelor \u0219i a ingineriei datelor a dus la apari\u021bia unei multitudini de algoritmi, care au dob\u00e2ndit &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/revista.isfin.ro\/en\/2020\/11\/17\/detectarea-anomaliilor-in-evolutia-zilnica-a-indicilor-bursieri-folosind-retele-neuronale-lucian-liviu-albu-radu-lupu\/\"> <span class=\"screen-reader-text\">Detectarea anomaliilor \u00een evolu\u021bia zilnic\u0103 a indicilor bursieri folosind re\u0163ele neuronale &#8211; Lucian Liviu Albu, Radu Lupu<\/span> Read More &raquo;<\/a><\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[173],"tags":[],"yoast_head":"<title>Detectarea anomaliilor \u00een evolu\u021bia zilnic\u0103 a indicilor bursieri folosind re\u0163ele neuronale - Lucian Liviu Albu, Radu Lupu - Revista de Studii Financiare<\/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:\/\/revista.isfin.ro\/en\/2020\/11\/17\/detectarea-anomaliilor-in-evolutia-zilnica-a-indicilor-bursieri-folosind-retele-neuronale-lucian-liviu-albu-radu-lupu\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Detectarea anomaliilor \u00een evolu\u021bia zilnic\u0103 a indicilor bursieri folosind re\u0163ele neuronale - Lucian Liviu Albu, Radu Lupu - Revista de Studii Financiare\" \/>\n<meta property=\"og:description\" content=\"\u00a0Autori: Lucian Liviu Albu, Radu Lupu\u00a0\u00a0Vol. 5 \u2022 Nr. 9 \u2022 Noiembrie 2020 Vizualizare Abstract PDF Vizualizare Articol PDF Abstract Re\u021belele neuronale au fost folosite mult timp pentru analiza seriilor de timp \u00een diferite aplica\u021bii. 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