{"id":7781,"date":"2025-09-09T03:46:48","date_gmt":"2025-09-09T03:46:48","guid":{"rendered":"https:\/\/iccies.tdtu.edu.vn\/2026\/?page_id=7781"},"modified":"2025-09-26T04:26:12","modified_gmt":"2025-09-26T04:26:12","slug":"time-series-analytics","status":"publish","type":"page","link":"https:\/\/iccies.tdtu.edu.vn\/2026\/time-series-analytics\/","title":{"rendered":"Time Series Analytics"},"content":{"rendered":"\n<h2 class=\"wp-block-heading has-text-align-center\">Time Series Analytics<\/h2>\n\n\n\n<p><strong>I. General Description of the Session\u2019s Scope:<\/strong><br>The TSA session will explore theoretical advances and practical applications in sequential and temporal data analysis. It will cover both traditional approaches and recent advances in deep learning and graph-based models. Topics include forecasting, anomaly\/change-point detection, imputation, classification, causal inference, and representation learning, especially under challenges such as missing data, irregular sampling, non-stationarity, and scalability. Application domains include healthcare, finance, energy, IoT, transportation, and climate science.<\/p>\n\n\n\n<p><strong>II. List of Relevant Topics<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Forecasting: univariate, multivariate, probabilistic, hierarchical, global models <\/li>\n\n\n\n<li>Transformer-based and hybrid architectures for time series <\/li>\n\n\n\n<li>Anomaly and change-point detection in batch and streaming data <\/li>\n\n\n\n<li>Missing-value imputation, irregular sampling, data augmentation <\/li>\n\n\n\n<li>Self-supervised and contrastive representation learning <\/li>\n\n\n\n<li>Causal time-series analysis, counterfactuals, uplift modeling <\/li>\n\n\n\n<li>Classification, clustering, segmentation, motif discovery <\/li>\n\n\n\n<li>Federated, privacy-preserving, and edge time-series learning <\/li>\n\n\n\n<li>Robustness, uncertainty quantification, and evaluation frameworks <\/li>\n\n\n\n<li>Applications in energy, healthcare, finance, IoT, transportation, and climate<\/li>\n<\/ul>\n\n\n\n<p><strong>II. Submission link<\/strong>: <a href=\"https:\/\/iccies.tdtu.edu.vn\/2026\/how-to-submit\/\" data-type=\"page\" data-id=\"6712\">click here<\/a><\/p>\n\n\n\n<p><strong>III. Special Session Chairs<\/strong>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Dr. Nguyen Ngoc Phien \u2014 Ton Duc Thang University (TDTU). Email: nguyenngocphien@tdtu.edu.vn<\/li>\n\n\n\n<li>Dr. Tran Trung Tin \u2014 Ton Duc Thang University (TDTU). Email: trantrungtin@tdtu.edu.vn<\/li>\n\n\n\n<li>Dr. Duong Thi Thuy Van \u2014 Ton Duc Thang University (TDTU). Email: duongthithuyvan@tdtu.edu.vn<\/li>\n\n\n\n<li>Assoc. Prof. Duong Tuan Anh \u2014 HCMC University of Foreign Languages &#8211; Information Technology (HUFLIT)<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Time Series Analytics I. General Description of the Session\u2019s Scope:The TSA session will explore theoretical advances and practical applications in sequential and temporal data analysis. It will cover both traditional approaches and recent advances in deep learning and graph-based models. Topics include forecasting, anomaly\/change-point detection, imputation, classification, causal inference, and representation learning, especially under challenges &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/iccies.tdtu.edu.vn\/2026\/time-series-analytics\/\" class=\"more-link\">Read more<span class=\"screen-reader-text\"> &#8220;Time Series Analytics&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-templates\/no-title.php","meta":{"footnotes":""},"class_list":["post-7781","page","type-page","status-publish","hentry"],"featured_media_urls":[],"_links":{"self":[{"href":"https:\/\/iccies.tdtu.edu.vn\/2026\/wp-json\/wp\/v2\/pages\/7781"}],"collection":[{"href":"https:\/\/iccies.tdtu.edu.vn\/2026\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/iccies.tdtu.edu.vn\/2026\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/iccies.tdtu.edu.vn\/2026\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/iccies.tdtu.edu.vn\/2026\/wp-json\/wp\/v2\/comments?post=7781"}],"version-history":[{"count":3,"href":"https:\/\/iccies.tdtu.edu.vn\/2026\/wp-json\/wp\/v2\/pages\/7781\/revisions"}],"predecessor-version":[{"id":7802,"href":"https:\/\/iccies.tdtu.edu.vn\/2026\/wp-json\/wp\/v2\/pages\/7781\/revisions\/7802"}],"wp:attachment":[{"href":"https:\/\/iccies.tdtu.edu.vn\/2026\/wp-json\/wp\/v2\/media?parent=7781"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}