{"id":13990,"date":"2025-07-07T14:53:32","date_gmt":"2025-07-07T18:53:32","guid":{"rendered":"http:\/\/dev.laplaceinsights.com\/?page_id=13990"},"modified":"2025-07-11T13:30:16","modified_gmt":"2025-07-11T17:30:16","slug":"research-neural-network","status":"publish","type":"page","link":"https:\/\/dev.laplaceinsights.com\/fr\/research-neural-network\/","title":{"rendered":"Research &#8211; Neural Network"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"13990\" class=\"elementor elementor-13990\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6e90e35f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6e90e35f\" 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-5ce6c9d3\" data-id=\"5ce6c9d3\" 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-6cd503a7 elementor-widget elementor-widget-heading\" data-id=\"6cd503a7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Our Scientific Publications<\/h2>\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-e622242 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"e622242\" 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-ad7d33a\" data-id=\"ad7d33a\" 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-766745e elementor-widget elementor-widget-spacer\" data-id=\"766745e\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-42ff0a8 e-grid e-con-boxed e-con e-parent\" data-id=\"42ff0a8\" data-element_type=\"container\" data-settings=\"{&quot;container_type&quot;:&quot;grid&quot;,&quot;grid_columns_grid&quot;:{&quot;unit&quot;:&quot;fr&quot;,&quot;size&quot;:6,&quot;sizes&quot;:[]},&quot;grid_rows_grid&quot;:{&quot;unit&quot;:&quot;fr&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;content_width&quot;:&quot;boxed&quot;,&quot;grid_outline&quot;:&quot;yes&quot;,&quot;grid_columns_grid_widescreen&quot;:{&quot;unit&quot;:&quot;fr&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;grid_columns_grid_laptop&quot;:{&quot;unit&quot;:&quot;fr&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;grid_columns_grid_tablet_extra&quot;:{&quot;unit&quot;:&quot;fr&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;grid_columns_grid_tablet&quot;:{&quot;unit&quot;:&quot;fr&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;grid_columns_grid_mobile_extra&quot;:{&quot;unit&quot;:&quot;fr&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;grid_columns_grid_mobile&quot;:{&quot;unit&quot;:&quot;fr&quot;,&quot;size&quot;:1,&quot;sizes&quot;:[]},&quot;grid_rows_grid_widescreen&quot;:{&quot;unit&quot;:&quot;fr&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;grid_rows_grid_laptop&quot;:{&quot;unit&quot;:&quot;fr&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;grid_rows_grid_tablet_extra&quot;:{&quot;unit&quot;:&quot;fr&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;grid_rows_grid_tablet&quot;:{&quot;unit&quot;:&quot;fr&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;grid_rows_grid_mobile_extra&quot;:{&quot;unit&quot;:&quot;fr&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;grid_rows_grid_mobile&quot;:{&quot;unit&quot;:&quot;fr&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;grid_auto_flow&quot;:&quot;row&quot;,&quot;grid_auto_flow_widescreen&quot;:&quot;row&quot;,&quot;grid_auto_flow_laptop&quot;:&quot;row&quot;,&quot;grid_auto_flow_tablet_extra&quot;:&quot;row&quot;,&quot;grid_auto_flow_tablet&quot;:&quot;row&quot;,&quot;grid_auto_flow_mobile_extra&quot;:&quot;row&quot;,&quot;grid_auto_flow_mobile&quot;:&quot;row&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a4c124c elementor-widget elementor-widget-button\" data-id=\"a4c124c\" 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-sm\" href=\"https:\/\/dev.laplaceinsights.com\/fr\/research-regime-intelligence\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Regime Intelligence\u200b<\/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<div class=\"elementor-element elementor-element-e9401fe elementor-widget elementor-widget-button\" data-id=\"e9401fe\" 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-sm\" href=\"https:\/\/dev.laplaceinsights.com\/fr\/research-probabilistic-forecasting\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Probabilistic Forecasting\u200b<\/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<div class=\"elementor-element elementor-element-1708bff elementor-widget elementor-widget-button\" data-id=\"1708bff\" 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-sm\" href=\"https:\/\/dev.laplaceinsights.com\/fr\/research\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Neural Networks\u200b<\/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<div class=\"elementor-element elementor-element-2c565cf elementor-widget elementor-widget-button\" data-id=\"2c565cf\" 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-sm\" href=\"https:\/\/dev.laplaceinsights.com\/fr\/research-causal-relationships\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Causal Relationships\u200b<\/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<div class=\"elementor-element elementor-element-c19b1eb elementor-widget elementor-widget-button\" data-id=\"c19b1eb\" 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-sm\" href=\"https:\/\/dev.laplaceinsights.com\/fr\/research-model-interpretation\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Model Interpretation<\/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<div class=\"elementor-element elementor-element-245bd1e elementor-widget elementor-widget-button\" data-id=\"245bd1e\" 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-sm\" href=\"https:\/\/dev.laplaceinsights.com\/fr\/research-tail-risk-modeling\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Tail Risk Modeling\u200b<\/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\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-677f006 elementor-widget elementor-widget-spacer\" data-id=\"677f006\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\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-94b169e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"94b169e\" 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-529f5a6\" data-id=\"529f5a6\" 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-d027a82 elementor-widget elementor-widget-spacer\" data-id=\"d027a82\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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-8b24b01 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"8b24b01\" 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-size-lg\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">NEURAL NETWORKS<\/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<div class=\"elementor-element elementor-element-d1707f1 elementor-widget elementor-widget-heading\" data-id=\"d1707f1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Characterizing Financial Market Coverage using AI<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4781223 elementor-widget elementor-widget-spacer\" data-id=\"4781223\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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-07f4292 elementor-widget elementor-widget-text-editor\" data-id=\"07f4292\" 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<p>Jean Marie Tshimula, D\u2019Jeff K. Nkashama, Patrick Owusu, Marc Frappier, Pierre-Martin Tardif, Froduald Kabanza, Armelle Brun, Jean-Marc Patenaude, Shengrui Wang, Belkacem Chikhaoui<\/p><p>Published on ArXiv &#8211; 2023<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-b92799f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b92799f\" 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-50 elementor-inner-column elementor-element elementor-element-d277f4d\" data-id=\"d277f4d\" 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-926645a elementor-widget elementor-widget-image\" data-id=\"926645a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"803\" src=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-Arxiv-cornell-1024x803.png\" class=\"attachment-large size-large wp-image-14250\" alt=\"\" srcset=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-Arxiv-cornell-1024x803.png 1024w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-Arxiv-cornell-300x235.png 300w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-Arxiv-cornell-768x602.png 768w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-Arxiv-cornell-15x12.png 15w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-Arxiv-cornell.png 1030w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-59eea26\" data-id=\"59eea26\" 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-086a3f0 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"086a3f0\" 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<p>The paper uses AI to analyze thousands of YouTube videos from Bloomberg and Yahoo Finance, extracting financial insights through speech-to-text transcription and natural language processing. This helps identify key market trends, influential entities, and evolving narratives\u2014offering valuable tools for financial analysis and investment decision-making.<\/p>\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<div class=\"elementor-element elementor-element-72690c4 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"72690c4\" 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-xl\" href=\"http:\/\/dev.laplaceinsights.com\/fr\/mp-files\/characterizing-financial-market-coverage-using-artificial-intelligence.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\">Dowload 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-2541091 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2541091\" 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-5030c7a\" data-id=\"5030c7a\" 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-17d6eec elementor-widget elementor-widget-spacer\" data-id=\"17d6eec\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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-ed89975 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"ed89975\" 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-size-lg\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">NEURAL NETWORKS<\/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<div class=\"elementor-element elementor-element-e9fdd02 elementor-widget elementor-widget-heading\" data-id=\"e9fdd02\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Neural Forecasting at Scale<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-70b56ae elementor-widget elementor-widget-spacer\" data-id=\"70b56ae\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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-42923db elementor-widget elementor-widget-text-editor\" data-id=\"42923db\" 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<p>Philippe Chatigny , Shengrui Wang , Jean-Marc Patenaude , Boris N. Oreshkin<\/p><p>Published on ArXiv &#8211; 2021<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4cfbbaf elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4cfbbaf\" 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-50 elementor-inner-column elementor-element elementor-element-99cb532\" data-id=\"99cb532\" 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-0f9e447 elementor-widget elementor-widget-image\" data-id=\"0f9e447\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"803\" src=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-Arxiv-cornell-1024x803.png\" class=\"attachment-large size-large wp-image-14250\" alt=\"\" srcset=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-Arxiv-cornell-1024x803.png 1024w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-Arxiv-cornell-300x235.png 300w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-Arxiv-cornell-768x602.png 768w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-Arxiv-cornell-15x12.png 15w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-Arxiv-cornell.png 1030w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-395b95d\" data-id=\"395b95d\" 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-6f4b0d9 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"6f4b0d9\" 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<p>This paper introduces N-BEATS(P), a scalable and memory-efficient deep learning architecture for univariate time series forecasting that significantly reduces computational costs while maintaining state-of-the-art accuracy. Its relevance in finance lies in its demonstrated ability to perform zero-shot forecasting on financial datasets\u2014such as stocks and ETFs\u2014enabling rapid, cost-effective deployment of predictive models across diverse financial instruments without retraining.<\/p>\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<div class=\"elementor-element elementor-element-75c08a4 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"75c08a4\" 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-xl\" href=\"http:\/\/dev.laplaceinsights.com\/fr\/mp-files\/neural-forecasting-at-scale.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\">Dowload 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-418aca1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"418aca1\" 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-4dc8a8a\" data-id=\"4dc8a8a\" 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-bbaf2f6 elementor-widget elementor-widget-spacer\" data-id=\"bbaf2f6\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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-f0e6940 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"f0e6940\" 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-size-lg\" role=\"button\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">NEURAL NETWORKS<\/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<div class=\"elementor-element elementor-element-ab3351c elementor-widget elementor-widget-heading\" data-id=\"ab3351c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Spatiotemporal neural networks for forecasting financial time series<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0fb566a elementor-widget elementor-widget-spacer\" data-id=\"0fb566a\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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-88fcc25 elementor-widget elementor-widget-text-editor\" data-id=\"88fcc25\" 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<p>Philippe Chatigny, Jean-Marc Patenaude, Shengrui Wang<\/p><p>Published in the International Journal of Approximate Reasoning &#8211; Dec 2020<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-be8b79c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"be8b79c\" 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-50 elementor-inner-column elementor-element elementor-element-e9a7c21\" data-id=\"e9a7c21\" 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-400852d elementor-widget elementor-widget-image\" data-id=\"400852d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"220\" height=\"300\" src=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/X0888613X-220x300.jpg\" class=\"attachment-medium size-medium wp-image-13963\" alt=\"\" srcset=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/X0888613X-220x300.jpg 220w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/X0888613X-9x12.jpg 9w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/X0888613X.jpg 563w\" sizes=\"(max-width: 220px) 100vw, 220px\" \/>\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<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-621f446\" data-id=\"621f446\" 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-1fa6df2 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"1fa6df2\" 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<p>This paper proposes STANN, a spatiotemporal adaptive neural network that improves long-term forecasting of multivariate financial time series by dynamically adjusting its autoregressive order using an attention mechanism. Applied to investment fund data, STANN significantly enhances forecasting accuracy and supports more effective autonomous trading strategies in finance.<\/p>\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<div class=\"elementor-element elementor-element-2ece90a elementor-align-center elementor-widget elementor-widget-button\" data-id=\"2ece90a\" 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-xl\" href=\"http:\/\/dev.laplaceinsights.com\/fr\/mp-files\/spatio-temporal-adaptive-neural-networks-for-financial-time-series.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\">Dowload 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-81d0ea1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"81d0ea1\" 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-0236180\" data-id=\"0236180\" 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\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Our Scientific Publications Regime Intelligence\u200b Probabilistic Forecasting\u200b Neural Networks\u200b Causal Relationships\u200b Model Interpretation Tail Risk Modeling\u200b NEURAL NETWORKS Characterizing Financial Market Coverage using AI Jean Marie Tshimula, D\u2019Jeff K. Nkashama, Patrick Owusu, Marc Frappier, Pierre-Martin Tardif, Froduald Kabanza, Armelle Brun, Jean-Marc Patenaude, Shengrui Wang, Belkacem Chikhaoui Published on ArXiv &#8211; 2023 The paper uses AI &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/dev.laplaceinsights.com\/fr\/research-neural-network\/\"> <span class=\"screen-reader-text\">Research &#8211; Neural Network<\/span> Lire la suite\u00a0\u00bb<\/a><\/p>","protected":false},"author":38,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"_links":{"self":[{"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/pages\/13990"}],"collection":[{"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/users\/38"}],"replies":[{"embeddable":true,"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/comments?post=13990"}],"version-history":[{"count":35,"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/pages\/13990\/revisions"}],"predecessor-version":[{"id":14313,"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/pages\/13990\/revisions\/14313"}],"wp:attachment":[{"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/media?parent=13990"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}