{"id":13985,"date":"2025-07-07T14:50:28","date_gmt":"2025-07-07T18:50:28","guid":{"rendered":"http:\/\/dev.laplaceinsights.com\/?page_id=13985"},"modified":"2025-07-11T13:29:53","modified_gmt":"2025-07-11T17:29:53","slug":"research-probabilistic-forecasting","status":"publish","type":"page","link":"https:\/\/dev.laplaceinsights.com\/fr\/research-probabilistic-forecasting\/","title":{"rendered":"Research – Probabilistic Forecasting\u200b"},"content":{"rendered":"
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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
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A Forecasting Model with Robust and \nReduced Redundancy Latent Series\n<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
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Abdallah Aaraba , Shengrui Wang , and Jean-Marc Patenaude<\/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

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This paper introduces a deep learning model that improves time series forecasting by learning compact, noise-resistant representations with minimal redundancy. Its key innovation\u2014a non-contrastive self-supervised learning method that improves accuracy and stability\u2014makes it especially useful in finance for predicting complex, interrelated trends like stock prices or economic indicators.<\/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

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Our Scientific Publications Regime Intelligence\u200b Probabilistic Forecasting\u200b Neural Networks\u200b Causal Relationships\u200b Model Interpretation\u200b Tail Risk Modeling\u200b PROBABILISTIC FORECASTING A Forecasting Model with Robust and Reduced Redundancy Latent Series Abdallah Aaraba , Shengrui Wang , and Jean-Marc Patenaude Presented at the Asia-Pacific Conference on Knowledge Discovery and Data Mining (PAKDD-2024) This paper introduces a deep learning …<\/p>\n

Research – Probabilistic Forecasting\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\/13985"}],"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=13985"}],"version-history":[{"count":26,"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/pages\/13985\/revisions"}],"predecessor-version":[{"id":14310,"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/pages\/13985\/revisions\/14310"}],"wp:attachment":[{"href":"https:\/\/dev.laplaceinsights.com\/fr\/wp-json\/wp\/v2\/media?parent=13985"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}