HSU,I-CHING
Name HSU,I-CHING
Job Title Professor
Education Background Ph.D., Graduate Institute of Computer Science and Information Engineering, National Chung Hsing University
Research Expertise 1. Deep Learning
2. Machine Learning
3. Cloud Computing
4. Software Engineering
5. Web Technology and AI Application
Office Tel No. 5580
Email
Lab Link Cloud Software Laboratory
Country School Name Department Degree
國立中興大學 應用數學系 學士
國立中興大學 資訊科學系所 博士
國立中興大學 應用數學系(資訊組) 碩士
Year Paper Title
2025 Integrating Taiwan financial BERT sentiment analysis with CNN‑BiLSTM‑SA model for stock prediction, Discover Computing, pp. 1-21, Nov. 2025
2025 Integrating semantic web into context‑aware mobile application based on cloud computing, Journal of Cloud Computing: Advances, Systems and Applications, pp. 13-, Feb. 2025
2022 A medical Chatbot using machine learning and natural language understanding, Multimedia Tools and Applications, pp. pp.23777–23799-, Aug. 2022
2021 Integrating machine learning and open data into social Chatbot for filtering information rumor, Journal of Ambient Intelligence and Humanized Computing, Jan. 2021
2020 Integrated machine learning with semantic web for open government data recommendation based on cloud computing, Software: Practice and Experience , Dec. 2020
2020 Knowledge Fusion Based on Cloud Computing Environment for Long-Term Care, International Journal of Healthcare Information Systems and Informatics, Oct. 2020
2019 XML-Based Information Fusion Architecture Based on Cloud Computing Ecosystem, CMC-Computers, Materials & Continua, Dec. 2019
2019 Open Taiwan Government data recommendation platform using DBpedia and Semantic Web based on cloud computing, International Journal of Web Information Systems, Jun. 2019
2016 Hadoop environment management App based on mobile cloud computing, Bulletin of Networking, Computing, Systems, and Software , Jan. 2016
2016 Semantic web technology for agent interoperability: a proposed infrastructure, Applied Intelligence, Jan. 2016
2015 SAaaS: a Cloud Computing Service Model using Semantic-based Agent, Expert Systems, Feb. 2015
2015 Sensor Web 2.0 as a Service for Internet of Things, Bulletin of Networking, Computing, Systems, and Software, pp. 54-57, Jan. 2015
2014 Social tag cloud based on user behavior patterns using Hadoop cloud computing framework, WIT Transactions on Information and Communication Technologies, Oct. 2014
2014 Integrating Semantic Web Technologies with XML Schema Using Role-Mapping Annotations, The Electronic Library, Apr. 2014
2014 MDA-based Visual Modeling Approach for Resources Link Relationships Using UML Profile, Computer Standards & Interfaces, Feb. 2014
2013 Integrating Ontology Technology with Folksonomies for Personalized Social Tag Recommendation, Applied Soft Computing, Aug. 2013
2013 Extensible access control markup language integrated with Semantic Web technologies, Information Sciences, Jul. 2013
2013 Personalized Web Feeds based on Ontology Technologies, Information Systems Frontiers, pp. pp.-, Jul. 2013
2013 Multi-layer Context Cloud Framework for Mobile Web 2.0: A Proposed Infrastructure, International Journal of Communication Systems, May. 2013
2013 Visual Modeling for Web 2.0 Applications Using Model Driven Architecture Approach, Simulation Modelling Practice and Theory, Feb. 2013
2012 Extending UML to Model Web 2.0-based Context-Aware Applications, Software: Practice and Experience, Oct. 2012
2012 Semantic Tag-based Profile Framework for Social Tagging Systems, The Computer Journal, Sep. 2012
2012 Intelligent Discovery for Learning Objects Using Semantic Web Technologies, Educational Technology & Society, Mar. 2012
2011 An Intelligent Military Scenario Development Platform based on Cloud Computing, Journal of Internet Technology, Aug. 2011
2011 Web 2.0-based SaaS for Community Resource Sharing, Digital Content Technology and its Applications, May. 2011
2011 An Architecture of Mobile Web 2.0 Context-aware Applications in Ubiquitous Web, Journal of Software, Apr. 2011
2009 OWL-L: An OWL-Based Language for Web Resources Link, Computer Standards & Interfaces, Jun. 2009
2009 A platform for transcoding heterogeneous markup documents using ontology-based metadata, Journal of Network and Computer Applications, May. 2009
2009 SXRS: An XLink-based Recommender System using Semantic Web technologies, Expert Systems with Applications, Mar. 2009
2007 Semantic Web Approach to Smart Link Generation for Web Navigations, Software Practice and Experience, Jul. 2007
2005 An OWL-based extensible transcoding system for mobile multi-devices, Journal of Information Science, pp. pp.-, Oct. 2005
Year Paper Title
2026 Leveraging Domain-Adaptive Pre-training for Improved Detection of Injection Vulnerabilities in Source Code, 2026 10th International Conference on Robotics, Control and Automation, Mar. 27-29, 2026, JPN日本
2026 A context-aware elderly care platform based on a virtualized cloud computing environment, Single-Molecule Sensors and NanoSystems International Conference, Jan. 18-20, 2026, ITA義大利
2025 Wei-Chun Hung, I-Ching Hsu, Ontology-Driven AI Agent Collaboration for Smart Healthcare: Integrating Model Context Protocol with Mixture of Experts, 2025 12th International Conference on Biomedical and Bioinformatics Engineering, Nov. 26-29, 2025, JPN日本
2025 I-Ching Hsu, Guan-Wei Chen, Leveraging Cloud Computing for Intelligent and Personalized RSS Feed Processing in Web Applications, 9th International Conference on Intelligent Systems, Metaheuristics & Swarm Intelligence, Apr. 25-27, 2025, JPN日本
2025 洪瑋均, 許乙清, 基於大型語言模型偵測注入式攻擊漏洞, 2025資訊科技與實務研討會, Mar. 03, 2025, TWN臺灣
2024 王昶賀, 葉政杰, 林華靚, 許乙清, Line網路霸凌偵測使用深度學習技術, 2024思辨與行動:跨界融合之科技平權新時代-論壇暨研討會, Nov. 03-04, 2024, TWN臺灣
2024 Wei-Ming Qiu, I-Ching Hsu, Criminal Law Articles Prediction and Judgements Recommendation using BERT, International Congress on Natural Sciences and Engineering, Mar. 26-28, 2024, JPN日本
2024 Wei-Ming Qiu, I-Ching Hsu, Criminal Law Articles Prediction and Judgements Recommendation using BERT, 2024 International Congress on Natural Sciences and Engineering, Mar. 26-28, 2024, JPN日本
2024 朱翔筠, 許乙清, 專利申請之類別與要件評估使用BERT技術, 2024資訊科技與實務研討會, Mar. 14, 2024, TWN中華民國(臺灣)
2023 蔡宗哲, 許乙清, 客戶新聲之多面向情緒分析使用BERT與Onotology技術, 民生電子研討會(WCE2023), Dec. 15, 2023, TWN中華民國(臺灣)
2023 陳冠瑋 , 許乙清, 台灣金融領域情緒分析預訓練模型基於BERT, 國際資訊管理暨實務研討會(IMP2023), Dec. 08, 2023, TWN中華民國(臺灣)
2022 陳冠瑋, 朱翔筠, 蔡宗哲, 許乙清, LINE Bot推薦學習資源基於 BERT 的文本分類, 民生電子研討會(WCE2022), Nov. 24, 2022, TWN臺灣
2022 邱韋銘, 許乙清, 裁判書之案件情境萃取使用BERT分類模型, 2022年民生電子研討會學術研討會, Nov. 24, 2022, TWN臺灣
2020 廖安宏, 許乙清, An Intelligent Line Bot for Depression Prevention, 人工智慧與醫療應用研討會 , Dec. 12, 2020, TWN中華民國(臺灣)
2019 Zheng-Yang Lin, I-Ching Hsu, An Intelligent Cloud-based Health Care Architecture for Long-term Care, Proceedings of the 7th IIAE International Conference on Industrial Application Engineering 2019, Mar. 25-29, 2019, JPN日本
2018 Gui-Ren Lin, I-Ching Hsu, Performance Evaluation of Fuzzy C-means Associated with Spark based on Virtual Cloud Computing, CANDAR 2018 - The Sixth International Symposium on Computing and Networking, Nov. 26-29, 2018, JPN日本
2018 張君丞、許乙清, 使用機器學習於社群平台之食安資料探勘, TANET 2018台灣網際網路研討會, Oct. 23-25, 2018, TWN中華民國(臺灣)
2018 Pei-Wun Ding, I-Ching Hsu, A Semantic Internet of Things Framework using Machine Learning Approach based on Cloud Computing, 2018 International Conference on Computer Graphics and Virtuality(ICCGV 2018), Feb. 24-26, 2018, JPN日本
2017 林盈宏, 陳毅晟, 莊凱翔, 許乙清, 結合Jieba與k-NN於政府開放資料集推薦之臉書應用, TANET2017台灣網際網路研討會, Oct. 24-26, 2017, TWN中華民國(臺灣)
2017 林政陽, 趙信瑋, 楊品尊, 潘威志, 許乙清, 藉由健康存摺推薦E化衛教單張, 106年第六屆全人醫療暨整合服務研討會, Sep. 28, 2017, TWN中華民國(臺灣)
2017 陳毅晟, 林盈宏, 莊凱翔, 許乙清, 結合DBpedia與SPARQL於政府開放資料集語意推薦, 2017國際大數據與ERP學術及實務研討會, Mar. 17, 2017, TWN中華民國(臺灣)
2016 丁培文、黃達翔、鄭兆成、劉晉銘、許乙清, 整合物聯網架構技術與開放資料應用於藝文分享系統, 2016 台灣軟體工程研討會, Jul. 31-Aug. 01, 2016, TWN中華民國(臺灣)
2015 Feng-Qi Cheng, I-Ching Hsu, Hadoop environment management App based on mobile cloud computing, The Third International Symposium on Computing and Networking, Dec. 07-10, 2015, JPN日本
2015 I-Ching Hsu , Ting-Yan Lai, XML : Core Technology of Web 2.0 Mashups, LibrAsia2015, Apr. 01-04, 2015, JPN日本
2014 •何政穎, 洪暐傑, 林政陽, 林盈宏, 林桂任, 許乙清, 基於物聯網架構與開放資料應用於老人照護平台, 2014 Conference on Photonics and Communications, Nov. 27, 2014, TWN中華民國(臺灣)
2014 Lee Jang Yang, Der-Chen Huang, I-Ching Hsu, Digital Library 2.0 : Automatically Generate EPUB eBook from Wiki Platform, International Conference on Business and Social Sciences (ICBASS, Mar. 27-28, 2014, JPN日本
2013 陳王基, 何正穎, 張晉誠, 許乙清, 結合近場通訊及擴增實境應用於旅遊導覽, 全國計算機會議-NCS2013。, Dec. 12-13, 2013, TWN中華民國(臺灣)
2013 蘇昱竹, 王元昌, 陳毅晟, 許乙清, 整合QR Code 與擴增實境之App 軟體基於Web Service 的社群平台服務, 第十九屆資訊管理暨實務研討會, Dec. 06, 2013, TWN中華民國(臺灣)
2013 Cheng-Yao Chang, I-Ching Hsu, Social tag cloud based on user behavior patterns using hadoop cloud computing framework, 2013 International Conference on Information and Communication Technology for Education (ICTE 2013), Nov. 30-Dec. 01, 2013, SGP新加坡共和國(新加坡)
2013 I-Ching Hsu, Jin-Cheng Jhang, BOM-based Military Scenario for Synthetic Theater of War, 10th International Forum on Military Operations Research & Modeling Simulation (MOR/MS 2013) , Sep. 24, 2013, TWN中華民國(臺灣)
2013 許乙清, 呂欣峰, 具智能研討會雲端平台基於 Hadoop, 2013 International Conference on Advanced Information Technologies (AIT 2013, Apr. 24-25, 2013, TWN中華民國(臺灣)
2013 許乙清, 鄭峰麒, 莊振村, MapReduce 效能測試基於Hadoop 雲端運算, The E-learning and Information Technology Symposium 2013(EITS 2013) , Mar. 26, 2013, TWN中華民國(臺灣)
2013 許乙清, 賴冠揚, 軍事想定與戰場資訊管理之整合與應用, The E-learning and Information Technology Symposium 2013(EITS 2013), Mar. 26, 2013, TWN中華民國(臺灣)
2012 I-Ching Hsu*, Hsu-Yang Lin, Lee Jang Yang, Der-Chen Huang, Using Linked Data for Intelligent Information Retrieval, The 6th International Conference on Soft Computing and Intelligent Systems, and The 13th International Symposium on Advanced Intelligent Systems (SCIS-ISIS 2012), Nov. 19-23, 2012, JPN日本
2012 許乙清, 翁晟嘉, 結合 Google搜尋與Jena推論引擎RSS Feed 配置平台, 2012年民生電子研討會 (WCE 2012), Nov. 15, 2012, TWN中華民國(臺灣)
2011 I-Ching Hsu , Lee Jang Yang , Der-Chen Huang , Knowledge Sharing Platform for Project Team based on Web Feeds, 2011 International Conference on Uncertainty Reasoning and Knowledge Engineering (URKE 2011), Aug. 03-06, 2011, IDN印度尼西亞共和國
2011 許乙清, 林哲賢, 黃英明, 基於多層式架構之Mobile Web 2.0應用, 2011資訊技術與產業應用研討會, Jun. 10, 2011, TWN中華民國(臺灣)
2011 許乙清, 張詠智, 網路拍賣平台使用語意網技術, 2011第二十二屆國際資訊管理學術研討會, May. 20, 2011, TWN中華民國(臺灣)
2010 RFID-based Context-aware Healthcare System using Web 2.0 Technologies, 2nd International Conference on Information and Multimedia Technology (ICIMT 2010), Dec. 27-29, 2010, HKG香港
2010 主動即時訊息發送在雲端運算的應用, TANET 2010 台灣網際網路研討會, Oct. 26-28, 2010, TWN中華民國(臺灣)
2010 Web 2.0 混搭 QR-Code 與 RFID 技術之網路拍賣平台, 資訊管理與傳播科技研討會, Oct. 26, 2010
2010 Mobile Ubiquitous Attendance Monitoring System based on Wireless Sensor Networks, 2nd International Conference on Education Technology and Computer (ICETC 2010), Jun. 21-23, 2010, CHN大陸地區(大陸)
2010 基於Mobile Web 2.0 環境的RFID 無線感測病房監控系統, 網路與RFID技術研討會, Jun. 03, 2010, TWN中華民國(臺灣)
2009 A Semantic Web Approach for Military Scenario Development, The 4th International Conference on Pervasive Computing and Applications, Dec. 02-04, 2009, TWN中華民國(臺灣)
2009 XML為基礎的ZigBee行動無線感測應用-以學生出席狀態為例, 第二十屆物件導向技術及應用研討會, Nov. 19, 2009
2009 Intelligent MapWiki Using Ontology Technologies, the 2nd International Conference on Advanced Computer Theory and Engineering, Sep. 24-26, 2009
2009 整合知識本體技術於JSPWiki平台, Information management & E-Commerce Management symposium, May. 29, 2009
2009 Web 2.0行動電子商務應用-以台灣美食為例, Information management & E-Commerce Management symposium, May. 29, 2009
2009 以語意為基礎量身訂作專屬醫療保健部落格, Information management & E-Commerce Management symposium, May. 29, 2009
2009 基於UML塑模的Web 2.0租屋系統, International Conference on Advanced Information Technologies, Apr. 23-24, 2009
2009 A Semantic-based Transcoding Mashup Server for Web 2.0 Sites, the 3rd International Conference on Complex, Intelligent and Software Intensive Systems, Mar. 15-18, 2009, JPN日本
2008 支援多重顯示平台的Web 2.0混搭架構, ICDC'08 2008 International Conference on Digital Content. Dec. 25, 2008, Chungli, Taiwan, Dec. 24, 2008
2008 An Intelligent LOM-based Application based on Ontology Approach, 第十九屆物件導向技術及應用研討會, Sep. 25, 2008
2008 Travel Diary using Web 2.0 Mashups, 第十九屆物件導向技術及應用研討會, Sep. 25, 2008
Project Category Year Project Title Job Title Period
政府學術研究計畫-科技部專題研究計畫 2025 114年度【基於深度學習與生成對抗網路技術的合約潛在風險評估系統之開發】 主持人 2025.07 ~ 2026.07
政府學術研究計畫-科技部專題研究計畫 2024 113年度【消費者行為預測模型使用圖卷積網路與BERT】 主持人 2024.07 ~ 2025.07
政府產學計畫 2024 113年度【注入式漏洞偵測使用自然語言深度學習技術】 主持人 2024.07 ~ 2025.07
政府產學計畫 2023 細粒度情感分析基於深度學習應用於顧客心聲(鼓勵技專校院從事實務型研究專案計畫) 主持人 2023.07 ~ 2024.07
政府產學計畫 2022 科技部111年度鼓勵技專校院從事實務型研究-具推薦能力之聊天機器人基於情緒分析和機器學習 主持人 2022.07 ~ 2023.07
政府其他案件 2021 110年度教育部補助辦理「智慧晶片應用與聯網技術課程推廣計畫」 主持人 2021.07 ~ 2022.06
政府學術研究計畫-科技部專題研究計畫 2021 科技部110年度【 具Line Bot互動之智能醫療健康信息平台之研究與實作】 主持人 2021.07 ~ 2022.07
政府其他案件 2020 109年度教育部補助辦理產業學院計畫-「Line bot應用於長期照護精進師生實務職能方案」 主持人 2020.08 ~ 2021.07
政府其他案件 2019 108年度教育部「大專校院教學實踐研究計畫-Web技術與應用課程接軌於產業資訊系統開發之行動研究」 主持人 2019.07 ~ 2020.07
政府學術研究計畫-科技部專題研究計畫 2018 科技部107年度 【 智能雲端運算應用於長照2.0 】(鼓勵技專校院從事實務型研究專案計畫) 主持人 2018.07 ~ 2019.07
其他單位產學計畫 2018 維修資料蒐集模組功能提升 主持人 2018.06 ~ 2018.12
其他單位產學計畫 2017 基於雲端(cloud)之地理資訊(GIS)系統 主持人 2017.05 ~ 2017.12
其他單位產學計畫 2017 維修資料蒐集模組 主持人 2017.02 ~ 2017.08
教育部計畫型獎助案 2016 整合語意網技術於政府開放資料之鏈結開放資料平台之建置與研究 主持人 2016.07 ~ 2017.07
校內補助案 2015 整合開放資料與物聯網於雲端運算環境使用虛擬化技術 主持人 2015.07 ~ 2016.07
其他單位產學計畫 2014 ACS-維修記錄手持式系統分析 主持人 2014.10 ~ 2014.12
校內補助案 2014 103年鼓勵性計畫【具語意智能之物聯網基於雲端運算環境之研究與實作】 主持人 2014.07 ~ 2015.07
政府學術研究計畫-國科會專題研究計畫 2013 國科會102年度 【 使用具語意的社群標籤自動建立鏈結資料平台之研究與實作 】 主持人 2013.07 ~ 2014.07
政府產學計畫 2013 102年國防部軍備局中山科學研究院委託「合成化戰場共用參數與場景倉儲系統」 主持人 2013.06 ~ 2013.12
政府產學計畫 2012 (研發處)國防部軍備局中山科學研究院委託「語意知識系統與EPUB等規格整合開發」 主持人 2012.11 ~ 2013.12
政府學術研究計畫-國科會專題研究計畫 2012 國科會101年度 【具智能個人社群標籤雲平台之建置與效能分析使用Hadoop技術】 主持人 2012.07 ~ 2013.07
政府產學計畫 2012 (研發處)國防部軍備局中山科學研究院委託「合成化戰場環境共用參數與場景描述標準」 主持人 2012.04 ~ 2012.12
校內補助案 2011 語意網即是服務之智慧型雲端運算 主持人 2011.07 ~ 2012.07
校內補助案 2011 語意網即是服務之智慧型雲端運算 主持人 2011.07 ~ 2012.07
政府產學計畫 2010 語意知識系統開發 主持人 2010.09 ~ 2011.09
政府學術研究計畫-國科會專題研究計畫 2010 Mobile Web 2.0 為基礎的情境感知平台之設計 主持人 2010.07 ~ 2011.07
政府產學計畫 2010 戰術演訓指參語意知識系統 主持人 2010.04 ~ 2011.04
政府學術研究計畫-國科會專題研究計畫 2009 多層式Web 2.0混搭架構之研究與實作 主持人 2009.07 ~ 2010.07
政府產學計畫 2009 群組戰場行為模擬研究 主持人 2009.03 ~ 2009.12
政府學術研究計畫-國科會專題研究計畫 2008 網路資源鏈結塑模使用UML profile之研究與實作 主持人 2008.07 ~ 2009.07
國科會專題計畫 2007 智慧型搜尋學習物件使用語意網技術之研究與實作 主持人 2007.09 ~ 2008.07
Year Paper Title
2024 HUNG, WEI-CHUN, Injection Attack Detection Based on CMIXCodeBERT with the OMoE Architecture, 2024
2024 WANG, CHANG-HE, Offenses Against Reputation Speech Analysis Based on a Collaborative Mixture of Experts Architecture with Large Language Models, 2024
2023 Using BERT Classifiers for Criminal Law Articles Prediction and Judgements Recommendation, 2023
2023 Multi-aspect Sentiment Analysis with VoCBERT and Incorporate LLM to Generate Improvement Suggestions, 2023
2023 Assessing Patent Texts and Generating Patents Based on Patent Domain Pre-training Combined with Large Language Model, 2023
2023 Integrating Taiwan Financial BERT Sentiment Analysis with CNN-BiLSTM-SA Model for Stock Prediction, 2023
2021 Integrating Machine Learning and Affective Computing into Chatbot - A Case Study of Dcard, 2021
2019 Integrating Natural Language Processing and Machine Learning in Disease Chatbot based on Cloud Computing, 2019
2018 Integrating Latent Semantic Indexing and Clustering Algorithms to Develop a Long-Term Care 2.0 App based on Spark, 2018
2018 Using Machine Learning on Social Platform and Chatbot based on Cloud Computing, 2018
2018 Using SVR and Semantic Web to Implement a Chatbot for Fund Recommendation, 2018
Yu-Ju Su, Integrating Semantic Web Technologies into Hadoop and HBase Based on Service-Oriented Architecture
Ting-Yan Lai, Integration Context-Aware and Semantic Web Technologies Based on Cloud Computing Environment
Ya-Zen Cheng, Application of Military Scenario Planning based on Semantic Technology
Jheng-Ying Ho, Integrating Internet of Thing and Open Data into Hadoop Cloud Computing Based on CloudStack Virtual Environment
Pei-Wun Ding, Integrating Naïve Bayesian Classification and Internet of Thing into Semantic-Based Cloud Computing
Zheng-Yang Lin, Using Association Rule and Semantic Web in the Cloud Medical Knowledge Platform
Kai-Xiang Zhuang, Integrating of TF-IDF and Naïve Bayes Classifier in Semantic Inference Based on Cloud Computing
Yin-Hung Lin, Open Government Data Recommendation using Clustering Algorithms based on Cloud Computing
I-Cheng Chen, Open Government Data Semantic Recommendation using DBpedia and Semantic Web based on Cloud Computing
Po-Yen Chou, Integrate Semantic Web Technologies into JSPWiki Platform
Gui-Ren Lin, Integrating Fuzzy C-means and Semantic Recommendation into Virtual Cloud Computing
Sin-Fong Lyu, Application of Cloud Computing Platform based on Ontology and Mashup Web 2.0 Service
Cheng-Yao Chang, E-Commerce Recommendation Platform based on Social Tags and Behavior Patterns
Guan-Yang Lai, A Case Study of Ontology-based Information System in Hadoop Environment
Chin-Cheng Chang, A Study on the Semantic-Based Cloud Computing Framework Based on Base Object Model and Ontology