{"id":13995,"date":"2025-07-07T14:56:02","date_gmt":"2025-07-07T18:56:02","guid":{"rendered":"http:\/\/dev.laplaceinsights.com\/?page_id=13995"},"modified":"2025-07-11T13:25:04","modified_gmt":"2025-07-11T17:25:04","slug":"research-causal-relationships","status":"publish","type":"page","link":"https:\/\/dev.laplaceinsights.com\/fr\/research-causal-relationships\/","title":{"rendered":"Research &#8211; Causal Relationships\u200b"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"13995\" class=\"elementor elementor-13995\" 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-neural-network\/\">\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\/\">\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\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-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-ec321f9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ec321f9\" 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-6a7b928\" data-id=\"6a7b928\" 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-ea62c0d elementor-widget elementor-widget-spacer\" data-id=\"ea62c0d\" 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-caa0709 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"caa0709\" 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\">CAUSAL RELATIONSHIPS<\/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-fbc7c5b elementor-widget elementor-widget-heading\" data-id=\"fbc7c5b\" 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\">A Framework to Detect Causal Relationships \nin Financial Time Series<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-df2879d elementor-widget elementor-widget-spacer\" data-id=\"df2879d\" 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-10641a6 elementor-widget elementor-widget-text-editor\" data-id=\"10641a6\" 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>Patrick Asante Owusu, Etienne Tajeuna, Jean-Marc Patenaude, Armelle Brun, and Shengrui Wang<\/p><p>Presented at the IEEE International Conference on Data Mining (ICDM 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-88c2e28 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"88c2e28\" 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-7a651fc\" data-id=\"7a651fc\" 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-d9766dc elementor-widget elementor-widget-image\" data-id=\"d9766dc\" 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=\"816\" height=\"504\" src=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/ICDM.png\" class=\"attachment-large size-large wp-image-14251\" alt=\"\" srcset=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/ICDM.png 816w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/ICDM-300x185.png 300w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/ICDM-768x474.png 768w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/ICDM-18x12.png 18w\" sizes=\"(max-width: 816px) 100vw, 816px\" \/>\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-10106bc\" data-id=\"10106bc\" 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-c8a0874 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"c8a0874\" 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 presents a framework using a temporal bipartite graph to model dependencies in time series. It uses autoregressive models for pattern identification and graph-based learning to capture transitions. The method aims to detect causal relationships in financial time series, comparing its accuracy and execution time with traditional methods like Granger causality and PCMCI. Designed for scalability and interpretability, its potential applications include risk assessment, portfolio management, and market behavior analysis 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-5098031 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"5098031\" 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\/rethinking-temporal-dependencies-in-multiple-time-series-a-use-case-in-financial-data.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-86eaec2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"86eaec2\" 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-08d12d4\" data-id=\"08d12d4\" 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-5123a5b elementor-widget elementor-widget-spacer\" data-id=\"5123a5b\" 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-dd3f1b0 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"dd3f1b0\" 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\">CAUSAL RELATIONSHIPS<\/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-c5b6e49 elementor-widget elementor-widget-heading\" data-id=\"c5b6e49\" 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\">Financial Time Series Representation Learning<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c8beb7a elementor-widget elementor-widget-spacer\" data-id=\"c8beb7a\" 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-3b163a6 elementor-widget elementor-widget-text-editor\" data-id=\"3b163a6\" 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 and Shengrui Wang<\/p><p>Published on ArXiv &#8211; 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-50bcdd4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"50bcdd4\" 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-fcdbb52\" data-id=\"fcdbb52\" 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-0fc32ea elementor-widget elementor-widget-image\" data-id=\"0fc32ea\" 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=\"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-0a6a1f4\" data-id=\"0a6a1f4\" 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-f9835a1 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"f9835a1\" 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 an unsupervised deep generative model that improves financial time series forecasting by learning latent representations and inter-series relationships using a dynamic attention mechanism. This approach significantly enhances the accuracy of multi-asset forecasts, making it valuable for financial applications like ETF and mutual fund trajectory prediction.<\/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-093d1bf elementor-align-center elementor-widget elementor-widget-button\" data-id=\"093d1bf\" 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-xl\" 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-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\u200b Tail Risk Modeling\u200b CAUSAL RELATIONSHIPS A Framework to Detect Causal Relationships in Financial Time Series Patrick Asante Owusu, Etienne Tajeuna, Jean-Marc Patenaude, Armelle Brun, and Shengrui Wang Presented at the IEEE International Conference on Data Mining (ICDM 2023) This paper presents a &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/dev.laplaceinsights.com\/fr\/research-causal-relationships\/\"> <span class=\"screen-reader-text\">Research &#8211; Causal Relationships\u200b<\/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\/13995"}],"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=13995"}],"version-history":[{"count":33,"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/pages\/13995\/revisions"}],"predecessor-version":[{"id":14291,"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/pages\/13995\/revisions\/14291"}],"wp:attachment":[{"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/media?parent=13995"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}