{"id":1003,"date":"2023-12-18T14:25:37","date_gmt":"2023-12-18T14:25:37","guid":{"rendered":"https:\/\/iim.nycu.edu.tw\/?page_id=1003"},"modified":"2025-11-07T07:53:14","modified_gmt":"2025-11-07T07:53:14","slug":"liu-duen-ren","status":"publish","type":"page","link":"https:\/\/iim.nycu.edu.tw\/en\/teacher\/liu-duen-ren","title":{"rendered":"Liu, Duen-Ren"},"content":{"rendered":"<div class=\"wp-block-group alignfull has-palette-color-5-background-color has-background is-layout-constrained wp-container-core-group-is-layout-4d477f34 wp-block-group-is-layout-constrained wp-container-1 is-position-sticky\" style=\"border-radius:5px;margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--30);padding-right:0;padding-bottom:var(--wp--preset--spacing--30);padding-left:0\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\">Liu, Duen-Ren<\/h3>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-bottom is-layout-flow wp-block-column-is-layout-flow\">\n<p class=\"has-text-align-right has-link-color wp-elements-aced355b3b7588503e766416235696b2\"><a href=\"https:\/\/iim.nycu.edu.tw\/en\/faculty\/all\/\" title=\"Faculty Members\">Faculty<\/a> \/ <a href=\"https:\/\/iim.nycu.edu.tw\/en\/faculty\/all\/#professors\" title=\"Faculty Members\">Faculty Members<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group alignwide has-palette-color-6-background-color has-background is-layout-constrained wp-container-core-group-is-layout-592f268c wp-block-group-is-layout-constrained\" style=\"border-radius:5px;margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--70);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--70)\">\n<div class=\"wp-block-uagb-buttons uagb-buttons__outer-wrap uagb-btn__default-btn uagb-btn-tablet__default-btn uagb-btn-mobile__default-btn uagb-block-bb1401d6\"><div class=\"uagb-buttons__wrap uagb-buttons-layout-wrap\">\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-989d72c3 wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" href=\"https:\/\/iim.nycu.edu.tw\/en\/teacher\/Chen-Po-An\/\" onclick=\"return true;\" rel=\"follow noopener\" target=\"_self\"><div class=\"uagb-button__link\">Chen, Po-An<\/div><\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-36c53abd wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" href=\"#\" onclick=\"return false;\" rel=\"follow noopener\" target=\"_self\"><div class=\"uagb-button__link\">Liu, Duen-Ren<\/div><\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-2eed99c2 wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" href=\"https:\/\/iim.nycu.edu.tw\/en\/teacher\/Tsai-Min-Jen\/\" onclick=\"return true;\" rel=\"follow noopener\" target=\"_self\"><div class=\"uagb-button__link\">Tsai, Min-Jen<\/div><\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-ccf4151b wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" href=\"https:\/\/iim.nycu.edu.tw\/en\/teacher\/Lin-Miao-Tsung\/\" onclick=\"return true;\" rel=\"follow noopener\" target=\"_self\"><div class=\"uagb-button__link\">Lin, Bertrand M.T.<\/div><\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-2f758b70 wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" href=\"https:\/\/iim.nycu.edu.tw\/en\/teacher\/Li-Yung-Ming\/\" onclick=\"return true;\" rel=\"follow noopener\" target=\"_self\"><div class=\"uagb-button__link\">Li, Yung-Ming<\/div><\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-89f01295 wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" href=\"https:\/\/iim.nycu.edu.tw\/en\/teacher\/Ku-Cheng-Yuan\/\" onclick=\"return true;\" rel=\"follow noopener\" target=\"_self\"><div class=\"uagb-button__link\">Ku, Cheng-Yuan<\/div><\/a><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-5a1aa5e7 wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" href=\"https:\/\/iim.nycu.edu.tw\/en\/teacher\/Chuang-Yung-Ting\/\" onclick=\"return true;\" rel=\"follow noopener\" target=\"_self\"><div class=\"uagb-button__link\">Chuang, Yung-Ting<\/div><\/a><\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-402b6bc0 wp-block-columns-is-layout-flex\" style=\"padding-top:var(--wp--preset--spacing--50);padding-right:var(--wp--preset--spacing--80);padding-bottom:var(--wp--preset--spacing--50);padding-left:var(--wp--preset--spacing--80)\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\">\n<figure class=\"wp-block-image alignright size-full is-resized\"><img fetchpriority=\"high\" decoding=\"async\" width=\"393\" height=\"394\" src=\"https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/\u5289\u6566\u4ec1.png\" alt=\"\" class=\"wp-image-1435\" style=\"width:184px;height:auto\" srcset=\"https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/\u5289\u6566\u4ec1.png 393w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/\u5289\u6566\u4ec1-300x300.png 300w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/\u5289\u6566\u4ec1-150x150.png 150w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/\u5289\u6566\u4ec1-200x201.png 200w\" sizes=\"(max-width: 393px) 100vw, 393px\" \/><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\">\n<h1 class=\"wp-block-heading has-text-align-left has-palette-color-4-color has-text-color has-link-color wp-elements-39cb30b8017e7259aa7861d17b609a90\">Liu, Duen-Ren<\/h1>\n\n\n\n<pre class=\"wp-block-preformatted\">Office Extension Email Laboratory<\/pre>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\">\n<h1 class=\"wp-block-heading has-text-align-left has-palette-color-4-color has-text-color has-link-color wp-elements-55846ac0c6e371ac62a9e80748de8e59\">Professor<\/h1>\n\n\n\n<pre class=\"wp-block-preformatted\" style=\"padding-right:0;padding-left:0\">Management Building 2 MB305 57405 dliu@nycu.edu.tw Database and Information Systems Laboratory<\/pre>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns are-vertically-aligned-top has-palette-color-7-background-color has-background is-layout-flex wp-container-core-columns-is-layout-5243a9a1 wp-block-columns-is-layout-flex\" style=\"margin-top:0;margin-bottom:0;padding-top:var(--wp--preset--spacing--30);padding-right:var(--wp--preset--spacing--80);padding-bottom:var(--wp--preset--spacing--30);padding-left:var(--wp--preset--spacing--80)\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading has-text-align-center\"><strong>Database and Information System Lab<\/strong><\/h5>\n\n\n\n<p class=\"has-text-align-center has-medium-font-size\">Office: MB305, Management Building 2<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading has-text-align-center\"><strong>Research<\/strong><\/h5>\n\n\n\n<p class=\"has-text-align-center has-medium-font-size\">Data Mining<br>Recommended Systems<br>Intelligent Data Analysis<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\">\n<h5 class=\"wp-block-heading has-text-align-center\"><strong>Courses<\/strong><\/h5>\n\n\n\n<p class=\"has-text-align-center has-medium-font-size\">Data Mining Research and Practice<br>Special Topics on Data Mining<br>Database Management System<\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-getwid-tabs\" data-active-tab=\"0\"><ul class=\"wp-block-getwid-tabs__nav-links\"><\/ul>\n<div class=\"wp-block-getwid-tabs__nav-link\"><span class=\"wp-block-getwid-tabs__title-wrapper\"><a href=\"#\"><span class=\"wp-block-getwid-tabs__title\">Research areas and major experiences<\/span><\/a><\/span><\/div><div class=\"wp-block-getwid-tabs__tab-content-wrapper\"><div class=\"wp-block-getwid-tabs__tab-content\">\n<table id=\"tablepress-36\" class=\"tablepress tablepress-id-36\">\n<thead>\n<tr class=\"row-1\">\n\t<th class=\"column-1\">Academic Background<\/th>\n<\/tr>\n<\/thead>\n<tbody class=\"row-striping row-hover\">\n<tr class=\"row-2\">\n\t<td class=\"column-1\">Ph.D., Computer Science, University of Minnesota<\/td>\n<\/tr>\n<tr class=\"row-3\">\n\t<td class=\"column-1\">Department of Information Engineering, National Taiwan University<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-36 from cache --><\/div><\/div>\n\n\n\n<div class=\"wp-block-getwid-tabs__nav-link\"><span class=\"wp-block-getwid-tabs__title-wrapper\"><a href=\"#\"><span class=\"wp-block-getwid-tabs__title\">Papers and Books<\/span><\/a><\/span><\/div><div class=\"wp-block-getwid-tabs__tab-content-wrapper\"><div class=\"wp-block-getwid-tabs__tab-content\">\n<table id=\"tablepress-38\" class=\"tablepress tablepress-id-38\">\n<thead>\n<tr class=\"row-1\">\n\t<th class=\"column-1\">Journal Paper<\/th>\n<\/tr>\n<\/thead>\n<tbody class=\"row-striping row-hover\">\n<tr class=\"row-2\">\n\t<td class=\"column-1\">Duen-Ren Liu, Yu-Hsuan Chen, Minxin Shen, Pei-Jung Lu, Complementary QA-Network Analysis for QA Retrieval in Question-Answering Websites, Journal of the American Society for Information Science and Technology, forthcoming, Accepted in October 2013<\/td>\n<\/tr>\n<tr class=\"row-3\">\n\t<td class=\"column-1\">Chin-Hui Lai, Duen-Ren Liu, Cai-Sin Lin, Novel Personal and Group-based Trust Models in Collaborative Filtering for Document Recommendation, Information Sciences, Vol 239, August 2013, pp. 31-49<\/td>\n<\/tr>\n<tr class=\"row-4\">\n\t<td class=\"column-1\">Duen-Ren Liu, Chih-Wei Lin, Hui-Fang Chen, Discovering Role-based Virtual Knowledge Flows for Organizational Knowledge Support, Decision Support Systems, Vol 55, No. 1, April 2013, pp. 12-30<\/td>\n<\/tr>\n<tr class=\"row-5\">\n\t<td class=\"column-1\">Duen-Ren Liu, Yu-Hsuan Chen, Wei-Chen Kao, Hsiu-Wen Wang, Integrating Expert Profile, Reputation and Link Analysis for Expert Finding in Question-Answering Websites, Information Processing and Management, Vol 49, No. 1, January 2013, pp. 312-329<\/td>\n<\/tr>\n<tr class=\"row-6\">\n\t<td class=\"column-1\">Duen-Ren Liu, Wei-Hsiao Chen, Po-Huan Chiu, Recommending Quality Book Reviews from Heterogeneous Websites, Internet Research, Vol. 23, No 1, 2013, pp. 27-46<\/td>\n<\/tr>\n<tr class=\"row-7\">\n\t<td class=\"column-1\">Minxin Shen, Duen-Ren Liu, Yu-Siang Huang, Extracting Semantic Relations to Enrich Domain Ontologies, Journal of Intelligent Information Systems, Vol 39, No. 3, December 2012, pp. 749-761 2012<\/td>\n<\/tr>\n<tr class=\"row-8\">\n\t<td class=\"column-1\">Duen-Ren Liu, Chin-Hui Lai, Ya-Ting Chen, Document Recommendations Based on Knowledge Flows: A Hybrid of Personalized and Group-based Approaches, Journal of the American Society for Information Science and Technology, Vol 63, No. 10, October 2012, pp. 2100-2117<\/td>\n<\/tr>\n<tr class=\"row-9\">\n\t<td class=\"column-1\">Duen-Ren Liu, Chih-Wei Lin, Modeling Knowledge-Flow Views for Collaborative Knowledge Support, Knowledge-Based Systems, Vol 31, July 2012, pp. 41-54<\/td>\n<\/tr>\n<tr class=\"row-10\">\n\t<td class=\"column-1\">Chuen-He Liou, Duen-Ren Liu, Hybrid Recommendations for Mobile Commerce based on Mobile Phone Features, Expert Systems \u2013 The Journal of Knowledge Engineering, Vol 29, No. 2, May 2012, pp. 108-123<\/td>\n<\/tr>\n<tr class=\"row-11\">\n\t<td class=\"column-1\">Tuan-Fang Fan, Churn-Jung Liau, Duen-Ren Liu, Dominance-based Fuzzy Rough Set Analysis of Uncertain and Possibilistic Data Tables, International Journal of Approximate Reasoning, Vol 52, No. 9, December 2011, pp. 1283-1297<\/td>\n<\/tr>\n<tr class=\"row-12\">\n\t<td class=\"column-1\">Duen-Ren Liu, Chin-Hui Lai, Hsuan Chiu, Sequence-based Trust in Collaborative Filtering for Document Recommendation, International Journal of Human-Computer Studies, Vol. 69, No. 9, August 2011, pp. 587-601<\/td>\n<\/tr>\n<tr class=\"row-13\">\n\t<td class=\"column-1\">Tuan-Fang Fan, Churn-Jung Liau, Duen-Ren Liu, A Relational Perspective of Attribute Reduction in Rough Set-based Data analysis, European Journal of Operational Research, Vol. 213, No. 1, August 2011, pp. 270- 278<\/td>\n<\/tr>\n<tr class=\"row-14\">\n\t<td class=\"column-1\">Duen-Ren Liu, Pei-Yun Tsai, Po-Huan Chiu, Personalized Recommendation of Popular Blog Articles for Mobile Applications, Information Sciences, Vol. 181, No. 9, May 2011, pp. 1551-1572<\/td>\n<\/tr>\n<tr class=\"row-15\">\n\t<td class=\"column-1\">Chih-Kun Ke, Duen-Ren Liu, Context-based Knowledge Support for Problem-solving by Rule-inference and Case-based Reasoning, International Journal of Innovative Computing Information and Control, Vol. 7, No. 7A, July 2011, pp . 3615-3631<\/td>\n<\/tr>\n<tr class=\"row-16\">\n\t<td class=\"column-1\">Tuan-Fang Fan, Churn-Jung Liau, Duen-Ren Liu, A Logical Formulation of Rough Set Definability, International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, Vol. 19, No. 1, February 2011, pp. 27- 37<\/td>\n<\/tr>\n<tr class=\"row-17\">\n\t<td class=\"column-1\">Duen-Ren Liu, Chuen-He Liou, Mobile Commerce Product Recommendations based on Hybrid Multiple Channels, Electronic Commerce Research and Applications, Vol. 10, No. 1, January-February, 2011, pp. 94-104<\/td>\n<\/tr>\n<tr class=\"row-18\">\n\t<td class=\"column-1\">Duen-Ren Liu, Meng-Jung Shih, Hybrid Patent Classification based on Patent Network Analysis, Journal of the American Society for Information Science and Technology, Vol. 62, No. 2, January 2011, pp. 246-256<\/td>\n<\/tr>\n<tr class=\"row-19\">\n\t<td class=\"column-1\">Duen-Ren Liu, Chin-Hui Lai, Mining Group-based Knowledge Flows for Sharing Task Knowledge, Decision Support Systems, Vol. 50, No. 2, January 2011, pp. 370-386<\/td>\n<\/tr>\n<tr class=\"row-20\">\n\t<td class=\"column-1\">Meng-Jung Shih, Duen-Ren Liu, Ming-Li Hsu, Discovering Competitive Intelligence by Mining Changes in Patent Trends, Expert Systems with Applications, Vol. 37, No. 4, April 2010, pp. 2882\u20132890<\/td>\n<\/tr>\n<tr class=\"row-21\">\n\t<td class=\"column-1\">I-Chin Wu, Duen-Ren Liu, Pei-Cheng Chang, Learning Dynamic Information Needs: A Collaborative Topic Variation Inspection Approach, Journal of the American Society for Information Science and Technology, Vol. 60, No. 12, December 2009, pp . 2430-2451<\/td>\n<\/tr>\n<tr class=\"row-22\">\n\t<td class=\"column-1\">Chin-Hui Lai, Duen-Ren Liu, Integrating Knowledge Flow Mining and Collaborative Filtering to Support Document Recommendation, Journal of Systems and Software, Vol. 82, No. 12, December 2009, pp. 2023-2037<\/td>\n<\/tr>\n<tr class=\"row-23\">\n\t<td class=\"column-1\">Duen-Ren Liu, Chin-Hui Lai, Wang-Jung Lee, A Hybrid of Sequential Rules and Collaborative Filtering for Product Recommendation, Information Sciences, Vol. 179, No. 20, September 2009, pp. 3505-3519<\/td>\n<\/tr>\n<tr class=\"row-24\">\n\t<td class=\"column-1\">Duen-Ren Liu, Meng-Jung Shih, Churn-Jung Liau, Chin-Hui Lai, Mining the Change of Event Trends for Decision Support in Environmental Scanning, Expert Systems with Applications, Vol. 36, No. 2, March 2009, pp . 972-984<\/td>\n<\/tr>\n<tr class=\"row-25\">\n\t<td class=\"column-1\">I-Chin Wu, Duen-Ren Liu, Pei-Cheng Chang, Toward Incorporating a Task-stage Identification Technique into the Long-term Document Support Process, Information Processing and management, Vol. 44, No. 5, September 2008, pp. 1649-1672<\/td>\n<\/tr>\n<tr class=\"row-26\">\n\t<td class=\"column-1\">Duen-Ren Liu, Chin-Hui Lai, Chiu-Wen Huang, Document Recommendation for Knowledge Sharing in Personal Folder Environments, Journal of Systems and Software, Vol. 81, No. 8, August 2008, pp. 1377-1388<\/td>\n<\/tr>\n<tr class=\"row-27\">\n\t<td class=\"column-1\">Ya-Yueh Shih, Duen-Ren Liu, Product Recommendation Approaches: Collaborative Filtering via Customer Lifetime Value and Customer Demands, Expert Systems with Applications, Vol. 35, No. 1, July 2008, pp. 350-360<\/td>\n<\/tr>\n<tr class=\"row-28\">\n\t<td class=\"column-1\">Duen-Ren Liu, I-Chin Wu, Collaborative Relevance Assessment for Task-based Knowledge Support, Decision Support Systems, Vol. 44, No. 2, January 2008, pp. 524-543<\/td>\n<\/tr>\n<tr class=\"row-29\">\n\t<td class=\"column-1\">Duen-Ren Liu, Chih-Kun Ke, Jia-Yuan Lee, Chun-Feng Lee, Knowledge Maps for Composite e-Services: A Mining-based System Platform Coupling with Recommendations, Expert Systems with Applications, Vol. 34, No. 1 , January 2008, pp. 700-716<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-38 from cache -->\n\n\n<table id=\"tablepress-39\" class=\"tablepress tablepress-id-39\">\n<thead>\n<tr class=\"row-1\">\n\t<th class=\"column-1\">Conference Paper<\/th>\n<\/tr>\n<\/thead>\n<tbody class=\"row-striping row-hover\">\n<tr class=\"row-2\">\n\t<td class=\"column-1\">Minxin Shen, Duen-Ren Liu, Discovering Workflow-Aware Virtual Knowledge Flows for Knowledge Dissemination, Proc. of the 2013 International Conference on Electronic Commerce and Web Technology (ECWeb2013), Prague, Czech Republic, August 27-28, 2013, Lecture Notes in Business Information Processing (LNBIP) 152, pp. 80-87, Springer 2013<\/td>\n<\/tr>\n<tr class=\"row-3\">\n\t<td class=\"column-1\">Chin-Hui Lai, Duen-Ren Liu, Mei-Lan Liu, Recommendations Based on Different Aspects of Influences in Social Media, Proc. of the 2013 International Conference on Electronic Commerce and Web Technology (ECWeb2013), Prague, Czech Republic, August 27 -28, 2013, Lecture Notes in Business Information Processing (LNBIP) 152, pp. 194-201, Springer 2013<\/td>\n<\/tr>\n<tr class=\"row-4\">\n\t<td class=\"column-1\">Kuan-Yu Chen, Hsiu-Yu Liao, Huai-Chun Chi, Duen-Ren Liu, An Analysis of Social Activity Influence in Online Virtual Worlds, Proc. of the 18th International Conference of the Asia Pacific Region of the Decision Sciences Institute, ( APDSI 2013), Bali, Indonesia, July 9-13, 2013<\/td>\n<\/tr>\n<tr class=\"row-5\">\n\t<td class=\"column-1\">Yu-Hsuan Chen, Pei-Jung Lu, Duen-Ren Liu, Complementary QA Analysis for Question-answering Websites, Proc. of the 18th International Conference of the Asia Pacific Region of the Decision Sciences Institute, (APDSI 2013), Bali, Indonesia , July 9-13, 2013<\/td>\n<\/tr>\n<tr class=\"row-6\">\n\t<td class=\"column-1\">Duen-Ren Liu, Chun-Kai Huang, Yu-Hsuan Chen, Recommending QA Documents for Communities of Question-Answering Websites, Proc. of the Asia Conference on Intelligent Information and Database Systems, March 18-20, 2013, Kuala Lumpur, Malaysia<\/td>\n<\/tr>\n<tr class=\"row-7\">\n\t<td class=\"column-1\">Hani A. Omar and Duen-Ren Liu, Enhancing Sales Forecasting by using Neuro Networks and the Popularity of Magazine Article Titles, Proc. of the IEEE Sixth International Conference on Genetic and Evolutionary Computing (ICGEC-2012), Kitakyushu, Japan, August 25 -28, 2012<\/td>\n<\/tr>\n<tr class=\"row-8\">\n\t<td class=\"column-1\">Yu-Hsuan Chen, Duen-Ren Liu, A Framework for Identifying Influential Groups in Social Question Answering Sites, Proc. of the 17th International Conference of the Asia Pacific Region of the Decision Sciences Institute, (APDSI 2012), Chiang Mai, Thailand, July 22 \u2013 26, 2012<\/td>\n<\/tr>\n<tr class=\"row-9\">\n\t<td class=\"column-1\">Hsiu-Yu Liao, Guan-Yu Chen, Duen-Ren Liu, Intensify Avatars&#039; Immersion In The Virtual Worlds Through A Novel Friend Prediction Model, Proc. of the 17th International Conference of the Asia Pacific Region of the Decision Sciences Institute, (APDSI 2012), Chiang Mai, Thailand, July 22 \u2013 26, 2012<\/td>\n<\/tr>\n<tr class=\"row-10\">\n\t<td class=\"column-1\">Chin-Hui Lai, Duen-Ren Liu, Cai-Sin Lin, Applying Personal and Group-based Trust Models in Document Recommendation, Proc. of the International Conference on Data Technologies and Applications (DATA 2012), Rome, Italy, July 25- 27, 2012<\/td>\n<\/tr>\n<tr class=\"row-11\">\n\t<td class=\"column-1\">Chih-Wei Lin, Duen-Ren Liu, Hui-Fang Chen, Facilitating Cooperative Knowledge Support by Role-Based Knowledge-Flow Views, Proc. of the International Conference on Information and Knowledge Engineering (ICIKE 2011), Singapore, September 28-30 , 2011 pp. 122-129<\/td>\n<\/tr>\n<tr class=\"row-12\">\n\t<td class=\"column-1\">Chin-Hui Lai, Duen-Ren Liu, Ya-Ting Chen, Recommending Documents via Knowledge Flow-based Group Recommendation, Proc. of the 6th International Conference on Software and Data Technologies, Seville, Spain, July 18-21, 2011<\/td>\n<\/tr>\n<tr class=\"row-13\">\n\t<td class=\"column-1\">Tuan-Fang Fan, Chum-Jung Liau, Duen-Ren Liu, Dominance-Based Rough Set Approach for Possibilistic Information Systems, Proc. of the 13th Intl Conf. on Rough Sets, Fuzzy Sets, Data Mining and Granular Computing, June, Lecture Notes in Computer Science, LNCS 6743, pp. 119-126, 2011<\/td>\n<\/tr>\n<tr class=\"row-14\">\n\t<td class=\"column-1\">Chi-Chieh Peng and Duen-Ren Liu, Combining Reputation and Content-Based Filtering for Blog Article Recommendation in Social Bookmarking Websites, Proc. of the 12th International Conference on Electronic Commerce, Honolulu, Hawaii, August 2-4, 2010<\/td>\n<\/tr>\n<tr class=\"row-15\">\n\t<td class=\"column-1\">Chih-Wei Lin, Duen-Ren Liu, Hui-Fang Chen, Modeling Knowledge-Flow View for Knowledge Support in Teamwork, Proc. of the IASTED International Conference on Modeling and Simulation (MS 2010), Banff, Alberta, Canada, July 15 -17, 2010<\/td>\n<\/tr>\n<tr class=\"row-16\">\n\t<td class=\"column-1\">Meng-Jung Shih and Duen-Ren Liu, Patent Classification using Ontology-based Patent Network Analysis, Proc. of the 14th Pacific Asia Conference on Information Systems, Taipei Taiwan, July 9-12, 2010, pp. 962-972<\/td>\n<\/tr>\n<tr class=\"row-17\">\n\t<td class=\"column-1\">Wei-Chen Kao, Duen-Ren Liu, Hsiu-Wen Wang, Expert Finding in Question-Answering Websites: A Novel Hybrid Approach, Proc. of the ACM 25th Symposium on Applied Computing, (SAC2010), Sierre, Switzerland, March 22- 26, 2010, pp. 867-871.<\/td>\n<\/tr>\n<tr class=\"row-18\">\n\t<td class=\"column-1\">Tuan-Fang Fan, Churn-Jung Liau, Duen-Ren Liu, Constraint-based Attribute Reduction in Rough Set Analysis, Proc. of the IEEE International Conference on Systems, Man, and Cybernetics, Istanbul, Turkish, October 10-13, 2010 , pp. 3971-3976.<\/td>\n<\/tr>\n<tr class=\"row-19\">\n\t<td class=\"column-1\">Chuen-He Liou, Duen-Ren Liu, Hybrid Multiple Channels-based Recommendations for Mobile Commerce, Proc. of the Forty-third Hawaii International Conference on System Sciences (HICSS-43), Hawaii, January 2010, pp. 1-8<\/td>\n<\/tr>\n<tr class=\"row-20\">\n\t<td class=\"column-1\">Pei-Yung Tsai, Duen-Ren Liu, Personalized Popular Blog Recommender Service for Mobile Applications, Proc. of the 2009 International Conference on Electronic Commerce and Web Technology (ECWeb2009), Austria, September 2009. Lecture Notes in Computer Science (LNCS) 5692 , pp. 2-13, Springer 2009<\/td>\n<\/tr>\n<tr class=\"row-21\">\n\t<td class=\"column-1\">Hsuan Chiu, Duen-Ren Liu, Chin-Hui Lai, Sequence-based Trust for Document Recommendation, Proc. of the 2009 International Conference on Electronic Commerce and Web Technology (ECWeb2009), Austria, September 2009. Lecture Notes in Computer Science (LNCS ) 5692, pp. 240-251, Springer 2009<\/td>\n<\/tr>\n<tr class=\"row-22\">\n\t<td class=\"column-1\">Chuen-He Liou, Duen-Ren Liu, MPF-based Hybrid Recommendations for Mobile Commerce, Proc. of the 2009 International Conference on Information and Knowledge Engineering, Las Vegas, USA, July 13-16, 2009<\/td>\n<\/tr>\n<tr class=\"row-23\">\n\t<td class=\"column-1\">Tuan-Fang Fan, Churn-Jung Liau, Duen-Ren Liu, Dominance-based Rough Set Analysis of Uncertain Data Table, Proc. of the International Fuzzy Systems Association (IFSA) World Congress and the European Society for Fuzzy Logic and Technology (EUSFLAT ) Conference, Lisbon, Portugal, July 20-24, 2009, pp. 294-299<\/td>\n<\/tr>\n<tr class=\"row-24\">\n\t<td class=\"column-1\">Chin-Hui Lai, Duen-Ren Liu, Mining Knowledge Flow for Modeling the Information Needs of Task-based Groups, Proc. of the IEEE 2008 International Conference on Information Reuse and Integration, Las Vegas, USA, July 2008, pp. 64- 69<\/td>\n<\/tr>\n<tr class=\"row-25\">\n\t<td class=\"column-1\">Tuan-Fang Fan, Churn-Jung Liau, Duen-Ren Liu, Definability in Logic and Rough Set Theory, Proceedings of the 18th European Conference on Artificial Intelligence, Patras, Greece, pp.749\u2013750, July 2008<\/td>\n<\/tr>\n<tr class=\"row-26\">\n\t<td class=\"column-1\">Meng-Jung Shih, Duen-Ren Liu, Ming-Li Hsu, Mining Changes in Patent Trends for Competitive Intelligence, Proc. of the 12th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD&#039;08), Japan, May 2008. Lecture Notes in Artificial Intelligence (LNAI) 5012, pp. 999-1005, Springer 2008.<\/td>\n<\/tr>\n<tr class=\"row-27\">\n\t<td class=\"column-1\">Duen-Ren Liu, Chih-Kun Ke, Mei-Yu Wu, Context-based knowledge support for problem-solving by rule-inference and case-based reasoning, Proc. of the IEEE 2008 International Conference on Machine Learning and Cybernetics, Kunming, China, July 2008, pp. 3205-3210<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-39 from cache --><\/div><\/div>\n\n\n\n<div class=\"wp-block-getwid-tabs__nav-link\"><span class=\"wp-block-getwid-tabs__title-wrapper\"><a href=\"#\"><span class=\"wp-block-getwid-tabs__title\">Laboratory<\/span><\/a><\/span><\/div><div class=\"wp-block-getwid-tabs__tab-content-wrapper\"><div class=\"wp-block-getwid-tabs__tab-content\">\n<details class=\"wp-block-details has-black-color has-text-color has-link-color has-medium-font-size wp-elements-18a147807fd266f88c770a029afa3dab is-layout-flow wp-container-core-details-is-layout-8a368f38 wp-block-details-is-layout-flow\" style=\"border-style:none;border-width:0px\"><summary>Laboratory introduction<\/summary>\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-49ca27d609407a38532d1f72e9c88387\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60)\">Small trips together, warm festivals together, and of course, hard work together!<\/h6>\n\n\n\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-455576812366f2f8d8a2a30e6dfc6422\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60)\">Research:<\/h6>\n\n\n\n<p class=\"has-palette-color-3-color has-text-color has-link-color wp-elements-15725a1cd2ef79564ba0274854de47b6\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60);font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.234), 17px);\">Machine learning algorithms are used for numerical prediction, semantic analysis, topic model establishment, and recommendation system construction. The research process includes literature review, data pre-processing, database operations, algorithm implementation, training and testing, and further deploys and executes the system with a distributed architecture.<\/p>\n\n\n\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-37443b758ca32ca46d58f4bc63410573\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60)\">Meeting:<\/h6>\n\n\n\n<p class=\"has-palette-color-3-color has-text-color has-link-color wp-elements-1f67e567a72311a019215afc063ce088\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60);font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.234), 17px);\">The entire laboratory meets once a week to take turns reporting on recent emerging research, methods, and papers related to research directions. You can also freely discuss with teachers and seniors on weekdays.<\/p>\n\n\n\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-4398e7d5f5c9569e0a55c089614bacc6\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60);padding-right:0;padding-left:0\"><strong>Coursework and Research:<\/strong><\/h6>\n\n\n\n<p class=\"has-palette-color-3-color has-text-color has-link-color wp-elements-811de3b27fb51567387de1bf03ecfee8\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60);font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.234), 17px);\">Coursework: Data Exploration Research and Practice and Data Exploration Topics are compulsory courses. Other courses are optional as long as they comply with the regulations of the major.<\/p>\n\n\n\n<p class=\"has-palette-color-3-color has-text-color has-link-color wp-elements-e0740270622990c71f7afbd2197e9c88\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60);font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.234), 17px);\">Research: During the first year of the master&#039;s degree, you read relevant papers and enhance your programming skills. During the first year of the master&#039;s degree, you roughly determine the research direction. During the summer of the first year of the master&#039;s degree, you develop a rough research plan. In the second year of master&#039;s degree, literature discussion, data processing, and experimental implementation<\/p>\n\n\n\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-5a2529fa4b240562091f18b687899c21\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60);padding-right:0;padding-left:0\">Activity:<\/h6>\n\n\n\n<p class=\"has-palette-color-3-color has-text-color has-link-color wp-elements-5c413c8215a387dc5b1f00060784a36c\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60);font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.234), 17px);\">Travel: Teachers and classmates travel by car, mainly by riding bicycles and getting close to nature.<\/p>\n\n\n\n<p class=\"has-palette-color-3-color has-text-color has-link-color wp-elements-ce25614ccf8ee5d207b12831e407899f\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60);font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.234), 17px);\">Dinner parties: plan small activities, eat and drink! Special festivals are held, such as: birthday celebrations, Christmas, previous seniors returning to their parents&#039; homes, winter supplements... etc.<\/p>\n\n\n\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-b54d86dbbb867c1d5e6b189f840cf1f8\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60);padding-right:0;padding-left:0\"><strong>daily:<\/strong><\/h6>\n\n\n\n<p class=\"has-palette-color-3-color has-text-color has-link-color wp-elements-589ed53b74ed402a6d426eae38e51f97\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60);font-size:clamp(14px, 0.875rem + ((1vw - 3.2px) * 0.234), 17px);\">We will buy lunch and dinner together (you are welcome to bring your own eco-friendly bowls and chopsticks!), have dinner together and play board games from time to time, and the relationship in the laboratory is harmonious ~<\/p>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-black-color has-text-color has-link-color has-medium-font-size wp-elements-6be48e8a951e20bab21af1200afef8a5 is-layout-flow wp-container-core-details-is-layout-8a368f38 wp-block-details-is-layout-flow\"><summary>Laboratory Direction<\/summary>\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-71aaaac1ac08efdf1d0cc024abb31386\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60)\">Data Mining<\/h6>\n\n\n\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-8d9243e3d9fa11975c8a9a9eef94fe60\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60)\">Recommended Systems<\/h6>\n\n\n\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-59966b6fa384c53db89967d139e6afc3\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60)\">Intelligent Data Analysis<\/h6>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-black-color has-text-color has-link-color has-medium-font-size wp-elements-3b157e4aa27c06f7ab173a7f3b49ac92 is-layout-flow wp-container-core-details-is-layout-8a368f38 wp-block-details-is-layout-flow\"><summary>Research tool<\/summary>\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-3c2f36e4e0ecc8a1fbc70a5c502c6d2d\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60)\">Programming language: Python or Java<\/h6>\n\n\n\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-0badaaebccaba1c147b10a58bba70cf2\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60)\">Framework: Spark\/Hadoop<\/h6>\n\n\n\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-69a7cdb0ca35f475bfcd639879d5a5f8\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60)\">Library: scikit-learn\/TensorFlow<\/h6>\n\n\n\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-a93deb09ca787b2aa0737e8b05964f24\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60)\">Database: MongoDB<\/h6>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-black-color has-text-color has-link-color has-medium-font-size wp-elements-19384172161dd92f917d60f36e115694 is-layout-flow wp-container-core-details-is-layout-8a368f38 wp-block-details-is-layout-flow\"><summary>Basic Requirements<\/summary>\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-fe66e1fa0e2ffc15a58fe8f36b35770d\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60)\">Programming Design<\/h6>\n\n\n\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-7d237b4ddd9fb6485d1504f73b313495\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60)\">Database management<\/h6>\n\n\n\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-b1d08a25789bf3fd4a57de834ebd3ee3\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60)\">Positive attitude<\/h6>\n\n\n\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-7fb69e40efc97bbcf36323a65cbf1934\" style=\"margin-right:var(--wp--preset--spacing--60);margin-left:var(--wp--preset--spacing--60)\">WORK HARD &amp; PLAY HARD!<\/h6>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-black-color has-text-color has-link-color has-medium-font-size wp-elements-1f08073468205e2a24450f9041c77762 is-layout-flow wp-container-core-details-is-layout-8a368f38 wp-block-details-is-layout-flow\"><summary>Contact<\/summary>\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-de47e5603837c42112f7a2d4aeed36c4\" style=\"margin-top:0;margin-right:var(--wp--preset--spacing--60);margin-bottom:0;margin-left:var(--wp--preset--spacing--60)\">\u8a31\u7acb\u6b23 \/ lizcruise07.mg14@nycu.edu.tw<\/h6>\n\n\n\n<h6 class=\"wp-block-heading has-palette-color-3-color has-text-color has-link-color wp-elements-43aadf191bcaa1986a2380e5922dbf81\" style=\"margin-top:0;margin-right:var(--wp--preset--spacing--60);margin-bottom:0;margin-left:var(--wp--preset--spacing--60)\">\u5f90\u5100\u6668 \/ hyc.mg14@nycu.edu.tw<\/h6>\n<\/details>\n\n\n\n<details class=\"wp-block-details has-black-color has-text-color has-link-color has-medium-font-size wp-elements-d39ee0157c3c786d93649a5f0f5428e7 is-layout-flow wp-container-core-details-is-layout-8a368f38 wp-block-details-is-layout-flow\"><summary>Laboratory Highlights<\/summary>\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-2 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"443\" data-id=\"2062\" src=\"https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a777ef1b621000882-1024x443.jpg\" alt=\"\" class=\"wp-image-2062\" srcset=\"https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a777ef1b621000882-1024x443.jpg 1024w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a777ef1b621000882-300x130.jpg 300w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a777ef1b621000882-768x332.jpg 768w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a777ef1b621000882-200x87.jpg 200w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a777ef1b621000882.jpg 1334w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"511\" height=\"339\" data-id=\"2061\" src=\"https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a9a91a20834973975.jpg\" alt=\"\" class=\"wp-image-2061\" srcset=\"https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a9a91a20834973975.jpg 511w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a9a91a20834973975-300x199.jpg 300w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a9a91a20834973975-200x133.jpg 200w\" sizes=\"(max-width: 511px) 100vw, 511px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"502\" height=\"349\" data-id=\"2064\" src=\"https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a9876f7d989987720.jpg\" alt=\"\" class=\"wp-image-2064\" srcset=\"https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a9876f7d989987720.jpg 502w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a9876f7d989987720-300x209.jpg 300w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a9876f7d989987720-200x139.jpg 200w\" sizes=\"(max-width: 502px) 100vw, 502px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" data-id=\"2063\" src=\"https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a934d571016694355.jpg\" alt=\"\" class=\"wp-image-2063\" srcset=\"https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a934d571016694355.jpg 640w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a934d571016694355-300x225.jpg 300w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/58d07a934d571016694355-200x150.jpg 200w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" data-id=\"2065\" src=\"https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/59439858dc4f9061166818-1024x768.jpg\" alt=\"\" class=\"wp-image-2065\" srcset=\"https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/59439858dc4f9061166818-1024x768.jpg 1024w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/59439858dc4f9061166818-300x225.jpg 300w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/59439858dc4f9061166818-768x576.jpg 768w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/59439858dc4f9061166818-1536x1152.jpg 1536w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/59439858dc4f9061166818-2048x1536.jpg 2048w, https:\/\/iim.nycu.edu.tw\/wp-content\/uploads\/2024\/01\/59439858dc4f9061166818-200x150.jpg 200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/figure>\n<\/details>\n<\/div><\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u5289\u6566\u4ec1-\u6559\u6388 \u5e2b\u8cc7\u8207\u5be6\u9a57\u5ba4 \/ \u5c08\u4efb\u6559\u5e2b \u5289\u6566\u4ec1 \u7814\u7a76\u5ba4 \u6821\u5167\u5206\u6a5f \u96fb\u5b50\u90f5\u4ef6 \u5be6\u9a57\u5ba4 \u6559\u6388 \u7ba1\u7406\u4e8c\u9928MB305 [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":0,"parent":1568,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_uag_custom_page_level_css":"","footnotes":""},"class_list":["post-1003","page","type-page","status-publish","hentry"],"blocksy_meta":[],"aioseo_notices":[],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"trp-custom-language-flag":false},"uagb_author_info":{"display_name":"\u912d \u701a","author_link":"https:\/\/iim.nycu.edu.tw\/en\/author\/hanworld"},"uagb_comment_info":0,"uagb_excerpt":"\u5289\u6566\u4ec1-\u6559\u6388 \u5e2b\u8cc7\u8207\u5be6\u9a57\u5ba4 \/ \u5c08\u4efb\u6559\u5e2b \u5289\u6566\u4ec1 \u7814\u7a76\u5ba4 \u6821\u5167\u5206\u6a5f \u96fb\u5b50\u90f5\u4ef6 \u5be6\u9a57\u5ba4 \u6559\u6388 \u7ba1\u7406\u4e8c\u9928MB305&hellip;","_links":{"self":[{"href":"https:\/\/iim.nycu.edu.tw\/en\/wp-json\/wp\/v2\/pages\/1003","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/iim.nycu.edu.tw\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/iim.nycu.edu.tw\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/iim.nycu.edu.tw\/en\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/iim.nycu.edu.tw\/en\/wp-json\/wp\/v2\/comments?post=1003"}],"version-history":[{"count":19,"href":"https:\/\/iim.nycu.edu.tw\/en\/wp-json\/wp\/v2\/pages\/1003\/revisions"}],"predecessor-version":[{"id":3715,"href":"https:\/\/iim.nycu.edu.tw\/en\/wp-json\/wp\/v2\/pages\/1003\/revisions\/3715"}],"up":[{"embeddable":true,"href":"https:\/\/iim.nycu.edu.tw\/en\/wp-json\/wp\/v2\/pages\/1568"}],"wp:attachment":[{"href":"https:\/\/iim.nycu.edu.tw\/en\/wp-json\/wp\/v2\/media?parent=1003"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}