{"id":14000,"date":"2025-07-07T14:57:35","date_gmt":"2025-07-07T18:57:35","guid":{"rendered":"http:\/\/dev.laplaceinsights.com\/?page_id=14000"},"modified":"2025-07-11T13:30:54","modified_gmt":"2025-07-11T17:30:54","slug":"research-model-interpretation","status":"publish","type":"page","link":"https:\/\/dev.laplaceinsights.com\/fr\/research-model-interpretation\/","title":{"rendered":"Research &#8211; Model Interpretation\u200b"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"14000\" class=\"elementor elementor-14000\" 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=\"http:\/\/dev.laplaceinsights.com\/fr\/research-regime-intelligence\/\u00e0\/\">\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-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\/\">\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-a8bf9ef elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a8bf9ef\" 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-847619b\" data-id=\"847619b\" data-element_type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\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-b30f333 elementor-widget elementor-widget-spacer\" data-id=\"b30f333\" 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-8739716 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"8739716\" 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\">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-8e14cd7 elementor-widget elementor-widget-heading\" data-id=\"8e14cd7\" 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 Survey of Explainable AI Methods for Financial Time Series Forecasting<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0e1a1c0 elementor-widget elementor-widget-spacer\" data-id=\"0e1a1c0\" 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-fc3dbcf elementor-widget elementor-widget-text-editor\" data-id=\"fc3dbcf\" 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>Pierre-Daniel Arsenault, Jean-Marc Patenaude and Shengrui Wang<\/p><p>Published by the IEEE Association for Computing Machinery (ACM 2025)<\/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-193e11d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"193e11d\" 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-d704d26\" data-id=\"d704d26\" 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-10621db elementor-widget elementor-widget-image\" data-id=\"10621db\" 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=\"301\" height=\"99\" src=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-ACM-IEEE.png\" class=\"attachment-large size-large wp-image-14249\" alt=\"\" srcset=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-ACM-IEEE.png 301w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Logo-ACM-IEEE-18x6.png 18w\" sizes=\"(max-width: 301px) 100vw, 301px\" \/>\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-a09c40c\" data-id=\"a09c40c\" 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-611911a elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"611911a\" 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 survey explores how explainable AI (XAI) techniques\u2014such as SHAP, LIME, and interpretable models like attention-based LSTMs and decision trees\u2014are applied to financial time series forecasting tasks like stock price prediction, volatility analysis, and algorithmic trading. By enhancing transparency and trust, these XAI approaches help financial professionals better understand model decisions, align predictions with market behavior, and support more informed investment strategies<\/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-cfb3061 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"cfb3061\" 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\/a-survey-of-explainable-ai-methods-for-financial-time-series-forecasting.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\u200b Tail Risk Modeling\u200b MODEL INTERPRETATION A Survey of Explainable AI Methods for Financial Time Series Forecasting Pierre-Daniel Arsenault, Jean-Marc Patenaude and Shengrui Wang Published by the IEEE Association for Computing Machinery (ACM 2025) This survey explores how explainable AI (XAI) techniques\u2014such as &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/dev.laplaceinsights.com\/fr\/research-model-interpretation\/\"> <span class=\"screen-reader-text\">Research &#8211; Model Interpretation\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\/14000"}],"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=14000"}],"version-history":[{"count":38,"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/pages\/14000\/revisions"}],"predecessor-version":[{"id":14319,"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/pages\/14000\/revisions\/14319"}],"wp:attachment":[{"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/media?parent=14000"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}