Chief Officer, Information Section, Library, NTUT, Aug. 2015 - Jan. 2019
Visiting Professor, School of Information Systems, Singapore Management University, Oct. 2014 (Host: Prof. Ee-Peng Lim)
Visiting Scholar, Institute of Information Science, Academia Sinica, Taiwan, Aug. 2014 - Jan. 2015
Associate Professor, Dept. CSIE, National Taipei University of Technology, Taiwan, Feb. 2014 - Jan. 2022
Assistant Professor, Dept. CSIE, National Taipei University of Technology, Taiwan, Mar. 2007 - Jan. 2014
Postdoctoral Fellow, Institute of Information Science, Academia Sinica, Taiwan, Oct. 2002 - Feb. 2007 (PI: Dr. Lee-Feng Chien)
Social Web Mining
Big Data Analytics
Natural Language Processing
Information Security
期刊論文
"The Relationship of Weekly Monitoring of the Radial Artery Pulse Harmonics during Pregnancy Process", Cardiology Research and Cardiovascular Medicine, 9, 1, 2024/06, ELSE2
"Unsupervised video summarization with adversarial graph-based attention network", Journal of Visual Communication and Image Representation, 102, 2024/06, SCI
"Detecting fake reviewers from the social context with a graph neural network method", Decision Support Systems, 179, 2024/04, SCI
"Harmonic effects of sham acupuncture at Tsu San Li (St-36) in the radial pulse wave", Journal of Traditional and Complementary Medicine, 13, 6, 568-57, 2023/11, SCI
"A graph neural network approach to detect original review spammers of astroturfing campaigns", Electronic Commerce Research and Applications, 62, 2023/11, SCI&EI
"Towards Digital Twins of 3D-Reconstructed Apparel Models with An End-to-End Mobile Visualization", Applied Sciences, 13, 15, 1-18, 2023/07, SCI
"Improving Rumor Detection by Image Captioning and Multi-cell Bi-RNN with Self-Attention in Social Networks", International Journal of Data Warehousing and Mining (IJDWM), 18, 1, 1-17, 2022/10, SCI&EI
"Using Autoencoders for Anomaly Detection and Transfer Learning in IoT", Computers, 10, 7, 88, 2021/07, ELSE2
"Predicting Implicit User Preferences with Multimodal Feature Fusion for Similar User Recommendation in Social Media", Applied Sciences, 11, 3, 1064, 2021/01, SCI
"Combining Post Sentiments and User Participation for Extracting Public Stances from Twitter", Applied Sciences, 10, 22, 8035, 2020/11, SCI
"Robust Forecasting of River-flow Based on Convolutional Neural Network", IEEE Transactions on Sustainable Computing, 5, 4, 594-600, 2020/10, EI
"Rumor Detection Using Deep Attention Networks With Multimodal Feature Fusion", International Journal of Computational Linguistics and Chinese Language Processing (IJCLCLP), 25, 1, 57-80, 2020/06, THCI
"Vulnerable Community Identification using Hate Speech Detection on Social Media", Information Processing and Management, 57, 3, 2020/05, SCI
"An edge computing-based predictive evaluation scheme toward geological drilling data using long short-term memory network", Transactions on Emerging Telecommunications Technologies, 2020/02, SCI&EI
"A robust multilayer extreme learning machine using kernel risk-sensitive loss criterion", International Journal of Machine Learning and Cybernetics, 11, 1, 197-216, 2020/01, SCI&EI
"Combining Deep Neural Networks and Classical Time Series Regression Models for Forecasting Patient Flows in Hong Kong", IEEE Access, 7, 1, 118965 - 118974, 2019/08, SCI&EI
"User behavior prediction in social networks using weighted extreme learning machine with distribution optimization", Future Generation Computer Systems, 93, 1023-1035, 2019/04, SCI
"A hybrid global maximum power point tracking method for photovoltaic arrays under partial shading conditions", Optik, 180, 665-674, 2019/02, SCI
"Day-ahead forecasting of hourly photovoltaic power based on robust multilayer perception", Sustainability, 10, 12, 2018/12, SCI
"Resource Allocation in the Cognitive Radio Network-Aided Internet of Things for the Cyber-Physical-Social System: An Efficient Jaya Algorithm", Sensors, 18, 11, 3649, 2018/11, SCI
"Short-term Wind Speed Forecasting via Stacked Extreme Learning Machine With Generalized Correntropy", IEEE Transactions on Industrial Informatics, 14, 11, 4963-4971, 2018/11, SCI
"A Parallel Recommender System Using a Collaborative Filtering Algorithm With Correntropy for Social Networks", IEEE Transactions on Network Science and Engineering (TNSE), 2018/08, SCI
"A Quantized Kernel Learning Algorithm Using Minimum Kernel Risk-Sensitive Loss Criterion and Bilateral Gradient Technique", Entropy, 19, 7, 365, 2017/07, SCI
"A Quantized Kernel Least Mean Square Scheme with Entropy-Guided Learning for Intelligent Data Analysis", China Communications, 14, 7, 127-136, 2017/07, SCI
"A Mobile P2P Semantic Information Retrieval System with Effective Updates", KSII Transactions on Internet and Information Systems, 9, 5, 1807-1824, 2015/05, SCI
"A Constructive Algorithm for Unsupervised Learning with Incremental Neural Network", Journal of Applied Research and Technology (JART), 13, 2, 188-196, 2015/04, SCI
"Data broadcasting for dependent information using multiple channels in wireless broadcast environments", Journal of Parallel and Distributed Computing (JPDC), 74, 9, 2795-2807, 2014/09, SCI&EI
"Exploiting Near-Duplicate Relations in Organizing News Archives", International Journal of Intelligent Systems (IJIS), 29, 7, 597-614, 2014/07, SCI&EI
"Feature Extraction using Bionic Particle Swarm Tracing for Transfer Function Design in Direct Volume Rendering", The Visual Computer, 30, 1, 33-44, 2014/01, SCI&EI
"An Image Retrieving Scheme Using Salient Features and Annotation Watermarking", KSII Transactions on Internet and Information Systems, 8, 1, 213-231, 2014/01, SCI
"CoBITs: A distributed indexing approach to collaborative content-based multimedia retrieval across digital archives", Multimedia Tools and Applications, 2013/12, SCI&EI
"Constructing Query Context Knowledge Bases for Relevant Term Suggestion", Journal of Information Science and Engineering (JISE), 2013/12, SCI
"Building Communication Software: a Project-based Approach for Teaching C++ Object-oriented Programming", International Journal of Innovative Computing, Information and Control (IJICIC), 9, 8, 3415-3436, 2013/08, EI
"Perceptual Zero-Tree Coding with Efficient Optimization for Embedded Platforms", Journal of Applied Research and Technology (JART), 11, 4, 487-495, 2013/08, SCI
"An Annotation Watermarking Approach to Image Tagging for Relevant Information Retrieval", Applied Mechanics and Materials, 284-287, 3310-3314, 2013/01, EI
"The Single-Pass Perceptual Embedded Zero-Tree Coding Implementation and Optimization on DSP", Applied Mechanics and Materials, 284-287, 2115-2119, 2013/01, EI
"Performance Evaluation for Dynamic Voltage and Frequency Scaling Using Runtime Performance Counters", Applied Mechanics and Materials, 284-287, 2575-2579, 2013/01, EI
"Full Multiplexers Implementation of Dual Basis Multiplier over GF(2^m)", Applied Mechanics and Materials, 284-287, 3423-3427, 2013/01, EI
"Low-complexity Design of Bit-parallel Dual Basis Multiplier over GF(2^m)", IET Information Security, 6, 4, 324-328, 2012/12, SCI
"An Intelligent Knowledge-Based and Customizable Home Care System Framework with Ubiquitous Patient Monitoring and Alerting Techniques", Sensors, 12, 8, 11154-11186, 2012/08, SCI
"A Vision-Based Driver Nighttime Assistance and Surveillance System Based on Intelligent Image Sensing Techniques and Heterogamous Dual-Core Embedded System Architecture", Sensors, 12, 3, 2373-2399, 2012/02, SCI
"利用不相關回饋動態調整之個人化搜尋", Journal of National Taipei University of Technology, 44, 1, 35-48, 2011/06, ELSE1
"Content Protection and Tracking for Digital Rights Management in Digital Libraries", Journal of Library and Information Science (JLIS), 33, 1, 4-16, 2007/04, ELSE1
"Exploiting the Web as the Multilingual Corpus for Unknown Query Translation", of the American Society for Information Science and Technology (JASIST), 57, 5, 660-670, 2006/03, SCI
專章著作
A Deep Fusion Model Combining News Content and Historical Prices for Stock Trend Prediction, 1, Springer, 978-3-030-96451-1, 2022/02/26
"Improving Code Coverage in Symbolic Execution Based on Longer-Path-First Principle", 第三十四屆全國資訊安全會議, Taipei, 2024/08/29
"Optimizing 3D Clothing Models for VR: A Deep Learning Approach to Triangle Count Reduction", IEEE International Conference on Consumer Electronics – Taiwan (IEEE ICCE-TW 2024), Taichung, 2024/07/09
"Combining Transformers and Tree-based Decoders for Solving Math Word Problems", The 2023 IEEE International Conference on Big Data (IEEE BigData 2023), Sorrento, 2023/12/15
"Network Anomaly Detection Using Machine Learning Approach on Multi-access Edge Computing Server", The 20th International Conference on Automation Technology (Automation 2023), Taipei, 2023/12/08
"Into 3D-Reconstructed Apparel over Virtual Try-On with Virtual Reality", IEEE International Conference on Consumer Electronics – Taiwan (IEEE ICCE-TW 2023), Pingtung, 2023/07/17
"Comparing Feature Extraction Methods for Sarcasm Detection in Twitter", The 37th Annual Conference of the Japanese Society for Artificial Intelligence (JSAI 2023), Kumamoto, 2023/06/06
"Dot-Product Similarity based Centroid Clustering for Popular Topic Detection", The 2022 IEEE International Conference on Big Data (IEEE BigData 2022), Osaka, 2022/12/17
"Multimodal Content Veracity Assessment with Bidirectional Transformers and Self-Attention-based Bi-GRU Networks", IEEE International Conference on Multimedia Big Data (BigMM 2022), Naples, 2022/12/05
"Communication, Computing, and Security Technology for Smart Manufacturing", The 19th International Conference on Automation Technology (Automation 2022), Kaohsiung, 2022/11/11
"Aggregating User-Centric and Post-Centric Sentiments from Social Media for Topical Stance Prediction", The 33rd Conference on Computational Linguistics and Speech Processing (ROCLING 2021), Taoyuan, 2021/10/15
"Modeling Implicit User Relations with Information Propagation Graph for User Influence Prediction", The 30th Wireless and Optical Communications Conference (WOCC 2021), Taipei, 2021/10/07
"Combining News Content with Deep Learning Models for Stock Trend Prediction", The 35th Annual Conference of the Japanese Society for Artificial Intelligence (JSAI 2021), 2021/06/08
"Combining Oversampling with Recurrent Neural Networks for Intrusion Detection", The 26th International Conference on Database Systems for Advanced Applications (DASFAA 2021), Taipei, 2021/04/11
"Automatic Device Identification and Anomaly Detection with Machine Learning Techniques in Smart Factories", 2020 IEEE International Conference on Big Data (IEEE BigData 2020), Atlanta, 2020/12/10
"Dependency Parsing of Financial News to Improve Sentiment Analysis for Predicting Market Prices", 2020 International Conference on Technologies and Applications of Artificial Intelligence (TAAI 2020), Taipei, 2020/12/03
"Identifying Device Types for Anomaly Detection in IoT", The 3rd International Conference on Machine Learning for Networking (MLN 2020), Paris, 2020/11/24
"Combining Dependency Parser and GNN models for Text Classification", The 32nd Conference on Computational Linguistics and Speech Processing (ROCLING 2020), Taipei, 2020/09/24
"Combining Hybrid Attention Networks and LSTM for Stock Trend Prediction", The 32nd Conference on Computational Linguistics and Speech Processing (ROCLING 2020), Taipei, 2020/09/24
"應用多模式特徵融合的深度類神經網路進行謠言檢測", The 2019 International Conference on Technologies and Applications of Artificial Intelligence (TAAI 2019), 高雄, 2019/11/21
"Exploiting Multi-Document Term Extraction to Improve Named Entity Recognition for Major Concept Detection", The 2019 International Conference on Technologies and Applications of Artificial Intelligence (TAAI 2019), 高雄, 2019/11/21
"結合類神經網路及文件概念圖之文件檢索研究", The 31st Annual Conference on Computational Linguistics and Speech Processing (ROCLING 2019), 新北市, 2019/10/03
"基於BERT模型之多國語言機器閱讀理解研究", The 31st Annual Conference on Computational Linguistics and Speech Processing (ROCLING 2019), 新北市, 2019/10/03
"結合LDA與SVM之社群使用者立場檢測", The 31st Annual Conference on Computational Linguistics and Speech Processing (ROCLING 2019), 新北市, 2019/10/03
"An LSTM Approach to Short Text Sentiment Classification with Word Embeddings", The 30th annual Conference on Computational Linguistics and Speech Processing (ROCLING 2018), Hsinchu, 2018/10/04
"An Interactive Approach to Big Data Analytics for Guiding Crime Scene Investigation", The 14th Wireless, Ad Hoc, and Sensor Networks (WASN 2018), Taoyuan, 2018/08/26
"An Efficient Jaya Algorithm for Resource Allocation in the Cognitive-Radio-Networks-Aided Internet of Things,", The 11th IEEE International Conference on Internet of Things (iThings 2018), Halifax, 2018/07/30
"Social Network Hate Speech Detection for Amharic Language", The 4th International Conference on Natural Language Computing (NATL 2018), Dubai, 2018/04/28
"Improving Sentiment Classification from High Volatility Financial News", The 33rd ACM/SIGAPP Symposium On Applied Computing (SAC 2018), Pau, 2018/04/09
"A Comparative Study for Classification on Different Domain", The 10th International Conference on Machine Learning and Computing (ICMLC 2018), Macau, 2018/02/26
"Progress of the Taiwan Mandarin Radio Speech Corpus Project", The 20th Oriental COCOSDA International Conference (International Committee for Coordination and Standardization of Speech Databases and Assessment Techniques) (O-COCOSDA 2017), Seoul, 2017/11/01
"A Robust Multilayer Extreme Learning Machine Using Kernel Risk-Sensitive Loss Criterion", The 8th International Conference on Extreme Learning Machines (ELM2017), Yantai, 2017/10/04
"Discovering Reader’s Emotions Triggered from News Articles", The 4th Multidisciplinary International Social Networks Conference (MISNC 2017), Bangkok, 2017/07/17
"Heterogeneous Resources Aggregation for Literature Usage Analysis in Academic Libraries", ACM/IEEE Joint Conference on Digital Libraries (JCDL 2017), Toronto, 2017/06/19
"Improving Sentiment Rating of Movie Review Comments for Recommendation", IEEE International Conference on Consumer Electronics – Taiwan (ICCE-TW 2017), Taipei, 2017/06/12
"Development of a Large-Scale Mandarin Radio Speech Corpus", IEEE International Conference on Consumer Electronics – Taiwan (ICCE-TW 2017), Taipei, 2017/06/12
"An Interactive Learning System Incorporated Application to Educational Radio Station Website", IEEE International Conference on Consumer Electronics – Taiwan (ICCE-TW 2017), Taipei, 2017/06/12
"Improving Clustering Efficiency by SimHash-based K-Means Algorithm for Big Data Analytics", 2016 IEEE International Conference on Big Data (IEEE BigData 2016), Washington, D.C., 2016/12/05
"Discovering Implicit Concepts in Popular TV Programs from Social Media", The 2015 Conference on Technologies and Applications of Artificial Intelligence (TAAI 2015), Tainan, 2015/11/20
"Towards an Efficient Platform for Social Big Data Analytics", The 24th Wireless and Optical Communication Conference (WOCC 2015), Taipei, 2015/10/23
"Feature Extraction for Product Advertising Reviews Identification in Social Media", The 4th ASE International Conference on Social Informatics, 高雄, 2015/10/07
"A Distributed Hybrid Recommendation Framework to Address the New-User Cold-Start Problem", 2015 IEEE International Conference on Cloud and Big Data Computing (CBDCom 2015), Beijing, 2015/08/10
"Combining Query Terms Extension and Weight Correlative for Expert Finding", The 2014 IEEE/WIC/ACM International Conference on Web Intelligence (WI 2014), Warsaw, 2014/08/11
"Incremental Neural Network Construction for Text Classification", IEEE International Symposium on Computer, Consumer and Control (IS3C 2014), Taichung, 2014/06/10
"Unsupervised Opinion Targets Expansion and Modification Relation Identification for Microblog Sentiment Analysis", The 5th International Conference on Social Informatics (SocInfo 2013), Kyoto, 2013/11/25
"Microblog Sentiment Analysis based on Opinion Target Finding and Modifying Relation Identification", The 25th Conference on Computational Linguistics and Speech Processing (ROCLING 2013), Kaohsiung, 2013/10/04
"Aggregating Opinions on Hot Topics from Microblog Responses", The Eighth Asia Information Retrieval Societies Conference (AIRS 2012), Tianjin, 2012/12/17
"Relevant Term Suggestion based on Pseudo Relevance Feedback from Web Contexts", The 14th International Conference on Asia-Pacific Digital Libraries (ICADL 2012), Taipei, 2012/11/12
"Social Influence Estimation for Short Texts in Plurk", International Workshop on Complex Social Network Analysis (CSNA 2012) in conjunction with IEEE/ACM ASONAM 2012, Istanbul, 2012/08/26
"Self-checking Gaussian Normal Basis Multiplier using Multiplexer Approach", The Sixth International Conference on Genetic and Evolutionary Computing (ICGEC 2012), Kitakyushu, 2012/08/25
"Statistical Single-Document Summarization for Chinese News Articles", The Eighth International Symposium on Frontiers of Information Systems and Network Applications (FINA 2012) in conjunction with AINA 2012, Fukuoka, 2012/03/26
"Unsupervised Opinion Phrase Extraction and Rating in Chinese Blog Posts", The 3rd IEEE International Conference on Social Computing (SocialCom 2011), Boston, 2011/10/09
"Web-based Verification on the Representativeness of Terms Extracted from Single Short Dcouments", International Workshop on Computational Social Networks (IWCSN 2011) within WI 2011, Lyon, 2011/08/22
"Using Inter-Comment Similarity for Comment Spam Detection in Chinese Blogs", The 2011 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2011), Kaohsiung, 2011/07/25
"Unsupervised Multilingual Concept Discovery from Daily Online News Extracts", IEEE International Conference on Intelligence and Security Informatics (ISI 2010), Vancouver, 2010/05/23
"Exploiting Sentence-Level Features for Near-Duplicate Document Detection", The Fifth Asia Information Retrieval Symposium (AIRS 2009), Sapporo, 2009/10/21
"Enhancing the Performance of Locating Data in Chord-based P2P Systems", The 2nd International Workshop on Peer-to-Peer Network Virtual Environments (P2PNVE 2008), Melbourne, 2008/12/08
"Protecting Digital Library Collections with Collaborative Web Image Copy Detection", The 11th International Conference on Asian Digital Libraries (ICADL 2008), Bali, 2008/12/02
"DHCP Support for Secure Automatic Detection of Host Status", First International Workshop on Zero-Configuration Application Systems (ZCAS 2008), Hsinchu, 2008/08/04
"Efficient Histogram-based Indexing for Video Copy Detection", The Third IEEE International Workshop on Multimedia Information Processing and Retrieval (IEEE MIPR 2007), Taichung, 2007/12/10
"Organizing News Archives by Near-Duplicate Copy Detection in Digital Libraries", The 10th International Conference on Asian Digital Libraries (ICADL 2007), Hanoi, 2007/12/10
"Finding Event-Relevant Content from the Web Using a Near-Duplicate Detection Approach", 2007 IEEE/WIC/ACM International Conference on Web Intelligence (WI 2007), Silicon Valley, 2007/11/02
"Collaborative Content Protection through Peer-to-Peer Image Copy Detection", Information Security Conference (ISC 2007), Chiayi, 2007/06/07
"Distributed Web Police: A Peer-to-Peer Approach to Collaborative Copy Detection", IEEE International Conference on Intelligence and Security Informatics 2007 (ISI 2007), New Brunswick, 2007/05/23
"A Peer-to-Peer Approach to Collaborative Repository for Digital Libraries", The 9th International Conference on Asian Digital Libraries (ICADL 2006), Kyoto, 2006/11/27
"Effective Content Tracking for Digital Rights Management in Digital Libraries", The 10th European Conference on Research and Advanced Technology for Digital Libraries (ECDL 2006), Alicante, 2006/09/17
