{"id":2138,"date":"2024-12-06T10:59:52","date_gmt":"2024-12-06T02:59:52","guid":{"rendered":"https:\/\/changjinyuan.com\/?p=2138"},"modified":"2025-07-25T09:51:43","modified_gmt":"2025-07-25T01:51:43","slug":"series-representative-work-2-unified-methodological-system-for-estimation-and-inference-of-ultra-high-dimensional-models","status":"publish","type":"post","link":"https:\/\/changjinyuan.com\/index.php\/en\/publications-en\/publications-proxy-en\/2138\/","title":{"rendered":"Representative Work Series 2: The Unified Methodology Framework for Estimation and Inference of Ultra-High-Dimensional Models"},"content":{"rendered":"<ul>\n<li><a href=\"https:\/\/changjinyuan.com\/wp-content\/uploads\/2025\/04\/JRSSB_online.pdf\"><span style=\"color: #000000;\"><strong>Chang, J.<\/strong>, Tang, C. Y., &amp; <strong>Zhu, Y.<\/strong> (2025+). Bayesian penalized empirical likelihood and Markov Chain Monte Carlo sampling. <strong><em>Journal of the Royal Statistical Society Series B<\/em><\/strong>, in press.<\/span><\/a><\/li>\n<li><span style=\"color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/changjinyuan.com\/wp-content\/uploads\/2025\/07\/Culling-the-Herd-of-Moments-with-Penalized-Empirical-Likelihood.pdf\"><strong>Chang, J.<\/strong>, Shi, Z., &amp; <strong>Zhang, J.<\/strong> (2023). Culling the herd of moments with penalized empirical likelihood. <em><strong>Journal of Business &amp; Economic Statistics<\/strong><\/em>, 41, 791-805.<\/a><\/span><\/li>\n<li><span style=\"color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/changjinyuan.com\/wp-content\/uploads\/2024\/12\/High-dimensional-empirical-likelihood-inference.pdf\"><strong>Chang, J.<\/strong>, Chen, S. X., Tang, C. Y., &amp; Wu, T. T. (2021). High-dimensional empirical likelihood inference. <em><strong>Biometrika<\/strong><\/em>, 108, 127-147.<\/a><\/span><\/li>\n<li><span style=\"color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/changjinyuan.com\/wp-content\/uploads\/2024\/12\/A-new-scope-of-penalized-empirical-likelihood-with-high-dimensional-estimating-equations.pdf\"><strong>Chang, J.<\/strong>, Tang, C. Y., &amp; Wu, T. T. (2018). A new scope of penalized empirical likelihood with high-dimensional estimating equations. <em><strong>The Annals of Statistics<\/strong><\/em>, 46, 3185-3216.<\/a><\/span><\/li>\n<li><span style=\"color: #000000;\"><a style=\"color: #000000;\" href=\"https:\/\/changjinyuan.com\/wp-content\/uploads\/2024\/12\/High-dimensional-generalized-empirical-likelihood-for-moment-restrictions-with-dependent-data.pdf\"><strong>Chang, J.<\/strong>, Chen, S.-X., &amp; Chen, X. (2015). High dimensional generalized empirical likelihood for moment restrictions with dependent data. <em><strong>Journal of Econometrics<\/strong><\/em>, 185, 283-304.<\/a><\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>This type of research focuses on the model construction, prediction, and statistical analysis of high-dimensional time series data, mainly solving the problems of feature extraction and structured processing in high-dimensional complex dynamic data.<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[19],"tags":[],"class_list":["post-2138","post","type-post","status-publish","format-standard","hentry","category-publications-proxy-en"],"acf":[],"lang":"en","translations":{"en":2138,"cn":2131},"pll_sync_post":[],"_links":{"self":[{"href":"https:\/\/changjinyuan.com\/index.php\/wp-json\/wp\/v2\/posts\/2138","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/changjinyuan.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/changjinyuan.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/changjinyuan.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/changjinyuan.com\/index.php\/wp-json\/wp\/v2\/comments?post=2138"}],"version-history":[{"count":14,"href":"https:\/\/changjinyuan.com\/index.php\/wp-json\/wp\/v2\/posts\/2138\/revisions"}],"predecessor-version":[{"id":5157,"href":"https:\/\/changjinyuan.com\/index.php\/wp-json\/wp\/v2\/posts\/2138\/revisions\/5157"}],"wp:attachment":[{"href":"https:\/\/changjinyuan.com\/index.php\/wp-json\/wp\/v2\/media?parent=2138"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/changjinyuan.com\/index.php\/wp-json\/wp\/v2\/categories?post=2138"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/changjinyuan.com\/index.php\/wp-json\/wp\/v2\/tags?post=2138"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}