{"id":13976,"date":"2025-07-07T14:46:23","date_gmt":"2025-07-07T18:46:23","guid":{"rendered":"http:\/\/dev.laplaceinsights.com\/?page_id=13976"},"modified":"2025-07-11T13:29:21","modified_gmt":"2025-07-11T17:29:21","slug":"research-regime-intelligence","status":"publish","type":"page","link":"https:\/\/dev.laplaceinsights.com\/fr\/research-regime-intelligence\/","title":{"rendered":"Research &#8211; Regime Intelligence"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"13976\" class=\"elementor elementor-13976\" 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\/\">\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-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-d9d7c13 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d9d7c13\" 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-24955f8\" data-id=\"24955f8\" 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-bbfcf68 elementor-widget elementor-widget-spacer\" data-id=\"bbfcf68\" 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-289ab76 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"289ab76\" 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\"> REGIME INTELLIGENCE<\/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-0cbf0f3 elementor-widget elementor-widget-heading\" data-id=\"0cbf0f3\" 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\">Regime Switching Model with Nonlinear Representation for \nDiscovery and Forecasting Regimes in Financial Markets\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8c288d5 elementor-widget elementor-widget-spacer\" data-id=\"8c288d5\" 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-8484f20 elementor-widget elementor-widget-text-editor\" data-id=\"8484f20\" 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>Kunpeng Xu, Lifei Chen, Jean-Marc Patenaude and Shengrui Wang<\/p><p>Presented at the Society for Industrial and Applied Mathematics Conference (SIAM 2024)<\/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-d4c679b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d4c679b\" 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-c78b372\" data-id=\"c78b372\" 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-ef01b7f elementor-widget elementor-widget-image\" data-id=\"ef01b7f\" 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=\"350\" height=\"46\" src=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/siam-logo.svg\" class=\"attachment-large size-large wp-image-13955\" alt=\"\" \/>\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-0a122c4\" data-id=\"0a122c4\" 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-6b2ba91 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"6b2ba91\" 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><em class=\"selection-contrast\">This paper introduces<\/em> <em class=\"selection-contrast\">a new type of regime-switching model that uses nonlinear kernel-based representations to automatically detect and forecast shifts in financial market behavior across multiple time series. Its key innovation lies in uncovering hidden, time-varying patterns without prior knowledge of regimes\u2014making it highly relevant for financial applications like volatility forecasting, risk assessment, and market trend analysis.<\/em><\/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-96640fe elementor-align-center elementor-widget elementor-widget-button\" data-id=\"96640fe\" 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\/regime-switching-model-with-nonlinear-representation-for-discovering-and-forecasting-regimes-in-financial-markets.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-a866d11 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a866d11\" 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-aefe191\" data-id=\"aefe191\" 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-29b9925 elementor-widget elementor-widget-spacer\" data-id=\"29b9925\" 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-0c5dab1 elementor-align-right elementor-widget elementor-widget-button\" data-id=\"0c5dab1\" 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\">REGIME INTELLIGENCE<\/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-074c0a4 elementor-widget elementor-widget-heading\" data-id=\"074c0a4\" 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\">Kernel Representation Learning with Dynamic Regime Discovery\nfor Time Series Forecasting<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8845510 elementor-widget elementor-widget-spacer\" data-id=\"8845510\" 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-51755bb elementor-widget elementor-widget-text-editor\" data-id=\"51755bb\" 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>Kunpeng Xu, Lifei Chen, Jean-Marc Patenaude, and Shengrui Wang<\/p><p>Presented at the Asia-Pacific Conference on Knowledge Discovery and Data Mining (PAKDD-2024)<\/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-fcac724 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"fcac724\" 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-03896b5\" data-id=\"03896b5\" 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-8d8ad9a elementor-widget elementor-widget-image\" data-id=\"8d8ad9a\" 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=\"200\" height=\"96\" src=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/logo-1-200x96-1.png\" class=\"attachment-large size-large wp-image-13956\" alt=\"\" srcset=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/logo-1-200x96-1.png 200w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/logo-1-200x96-1-18x9.png 18w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/>\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-b3d16a9\" data-id=\"b3d16a9\" 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-7b751d9 elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"7b751d9\" 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 a kernel-based self-representation learning method for discovering dynamic regimes in co-evolving time series, enabling more accurate and interpretable multi-step forecasting. In finance, this approach is particularly relevant as it captures nonlinear interactions and regime shifts\u2014such as market volatility or economic cycles\u2014without requiring prior knowledge, enhancing predictive modeling for complex financial systems.<\/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-fb49e86 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"fb49e86\" 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\/kernel-representation-learning-dynamic-regime-discovery.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-d1686a5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d1686a5\" 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-ee7efd0\" data-id=\"ee7efd0\" 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-7d5d0e8 elementor-widget elementor-widget-spacer\" data-id=\"7d5d0e8\" 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-7eabdfd elementor-align-right elementor-widget elementor-widget-button\" data-id=\"7eabdfd\" 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\">REGIME INTELLIGENCE<\/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-12dc662 elementor-widget elementor-widget-heading\" data-id=\"12dc662\" 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\">Clustering-Based Cross-Sectional Regime Identification \nfor Financial Market Forecasting<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8f51e1c elementor-widget elementor-widget-spacer\" data-id=\"8f51e1c\" 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-68e06de elementor-widget elementor-widget-text-editor\" data-id=\"68e06de\" 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>Rongbo Chen, Mingxuan Sun, Kunpeng Xu, Jean-Marc Patenaude, and Shengrui Wang<\/p><p>Presented at the International Conference on Database and Expert Systems Applications (DEXA 2022)<\/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-71fe832 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"71fe832\" 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-bc8bbf4\" data-id=\"bc8bbf4\" 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-68fb437 elementor-widget elementor-widget-image\" data-id=\"68fb437\" 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=\"640\" height=\"256\" src=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Dexa2025-Logo-without-year.png\" class=\"attachment-large size-large wp-image-13961\" alt=\"\" srcset=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Dexa2025-Logo-without-year.png 640w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Dexa2025-Logo-without-year-300x120.png 300w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Dexa2025-Logo-without-year-18x7.png 18w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\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-806f15a\" data-id=\"806f15a\" 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-19306ae elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"19306ae\" 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 new method for forecasting financial markets by identifying different market &#8220;regimes&#8221; using clustering across multiple time series. It captures nonlinear relationships between assets and adapts to changing conditions, leading to more accurate predictions. This approach helps investors and analysts understand shifts in market behavior, improving portfolio management, risk assessment, and trading 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-73778dd elementor-align-center elementor-widget elementor-widget-button\" data-id=\"73778dd\" 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\/clustering-based-cross-sectional-regime-identification-for-financial-market-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-77c6db1 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"77c6db1\" 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-16e5755\" data-id=\"16e5755\" 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-d13b816 elementor-widget elementor-widget-spacer\" data-id=\"d13b816\" 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-388fdbf elementor-align-right elementor-widget elementor-widget-button\" data-id=\"388fdbf\" 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\">REGIME INTELLIGENCE<\/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-f159543 elementor-widget elementor-widget-heading\" data-id=\"f159543\" 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\">Dynamic Cross-sectional Regime Identification \nfor Financial Market Prediction<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f13f1e elementor-widget elementor-widget-spacer\" data-id=\"3f13f1e\" 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-3216a1f elementor-widget elementor-widget-text-editor\" data-id=\"3216a1f\" 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>Rongbo Chen, Kunpeng Xun, Jean-Marc Patenaude, Shengrui Wang<\/p><p>Presented at the IEEE Computers, Software and Applications Conference (COMPSAC 2022)<\/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-c14c1d9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c14c1d9\" 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-71ca910\" data-id=\"71ca910\" 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-66a4036 elementor-widget elementor-widget-image\" data-id=\"66a4036\" 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 loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"47\" src=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/compsac_headerlogos-e1640791498486.jpg\" class=\"attachment-large size-large wp-image-13962\" alt=\"\" srcset=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/compsac_headerlogos-e1640791498486.jpg 300w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/compsac_headerlogos-e1640791498486-18x3.jpg 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\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-690429b\" data-id=\"690429b\" 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-456c6ab elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"456c6ab\" 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 a novel model for financial market prediction that dynamically identifies cross-sectional regimes in multi-time-series data, allowing for the discovery of new market regimes as they emerge, rather than relying on a fixed set of pre-identified regimes. This is highly relevant in finance because it enhances the ability to detect structural market changes\u2014such as those during crises or bubbles\u2014improving prediction accuracy and offering better insights into market behavior through time-varying transition probabilities.<\/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-3797f03 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"3797f03\" 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\/dynamic-cross-sectional-regime-identification.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-69b484b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"69b484b\" 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-1f0b124\" data-id=\"1f0b124\" 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-99936bd elementor-widget elementor-widget-spacer\" data-id=\"99936bd\" 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-74ae59e elementor-align-right elementor-widget elementor-widget-button\" data-id=\"74ae59e\" 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\">REGIME INTELLIGENCE<\/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-acbb848 elementor-widget elementor-widget-heading\" data-id=\"acbb848\" 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 Variable-Order Regime Switching Model to Identify Significant Patterns in Financial Markets<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-76e5335 elementor-widget elementor-widget-spacer\" data-id=\"76e5335\" 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-0e68c5a elementor-widget elementor-widget-text-editor\" data-id=\"0e68c5a\" 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, Rongbo Chen, Jean-Marc Patenaude and Shengrui Wang<\/p><p>Presented at the IEEE International Conference on Data Mining (ICDM 2018)<\/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-cba9236 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cba9236\" 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-356111e\" data-id=\"356111e\" 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-d7dc3fe elementor-widget elementor-widget-image\" data-id=\"d7dc3fe\" 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 loading=\"lazy\" decoding=\"async\" width=\"217\" height=\"121\" src=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Capture-decran-2025-07-07-141011.png\" class=\"attachment-large size-large wp-image-13964\" alt=\"\" srcset=\"https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Capture-decran-2025-07-07-141011.png 217w, https:\/\/dev.laplaceinsights.com\/wp-content\/uploads\/2025\/07\/Capture-decran-2025-07-07-141011-18x10.png 18w\" sizes=\"(max-width: 217px) 100vw, 217px\" \/>\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-c4860ad\" data-id=\"c4860ad\" 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-d7d298a elementor-widget__width-initial elementor-widget elementor-widget-text-editor\" data-id=\"d7d298a\" 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 t a variable-order regime switching framework that identifies and predicts financial market regimes by extracting statistically significant behavioral patterns from time series data. Applied to volatility forecasting of 200 S&amp;P 500 stocks, the model outperforms traditional regime-switching methods by offering interpretable insights into market dynamics and improving predictive accuracy.<\/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-5d20669 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"5d20669\" 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-variable-order-regime-switching-model-to-identify-significant-patterns-in-financial-markets.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 REGIME INTELLIGENCE Regime Switching Model with Nonlinear Representation for Discovery and Forecasting Regimes in Financial Markets Kunpeng Xu, Lifei Chen, Jean-Marc Patenaude and Shengrui Wang Presented at the Society for Industrial and Applied Mathematics Conference (SIAM 2024) This paper &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/dev.laplaceinsights.com\/fr\/research-regime-intelligence\/\"> <span class=\"screen-reader-text\">Research &#8211; Regime Intelligence<\/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\/13976"}],"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=13976"}],"version-history":[{"count":32,"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/pages\/13976\/revisions"}],"predecessor-version":[{"id":14307,"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/pages\/13976\/revisions\/14307"}],"wp:attachment":[{"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/media?parent=13976"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}