Learning Cooperative Max-Pressure Control by Leveraging Downstream Intersections Information for Traffic Signal Control

Paper


Peng, Yuquan, Li, Lin, Xie, Qing and Tao, Xiaohui. 2021. "Learning Cooperative Max-Pressure Control by Leveraging Downstream Intersections Information for Traffic Signal Control." U, Leong Hou, Spaniol, Marc, Sakurai, Yasushi and Chen, Junying (ed.) 5th International Joint Conference on Asia-Pacific Web and Web-Age Information Management, Part II (APWeb-WAIM 2021). Guangzhou, China 23 - 25 Aug 2021 Switzerland. Springer. https://doi.org/10.1007/978-3-030-85899-5_29
Paper/Presentation Title

Learning Cooperative Max-Pressure Control by Leveraging Downstream Intersections Information for Traffic Signal Control

Presentation TypePaper
AuthorsPeng, Yuquan (Author), Li, Lin (Author), Xie, Qing (Author) and Tao, Xiaohui (Author)
EditorsU, Leong Hou, Spaniol, Marc, Sakurai, Yasushi and Chen, Junying
Journal or Proceedings TitleLecture Notes in Computer Science (Book series)
Journal Citation12859, pp. 399-413
Number of Pages15
Year2021
PublisherSpringer
Place of PublicationSwitzerland
ISSN1611-3349
0302-9743
ISBN9783030858988
9783030858995
Digital Object Identifier (DOI)https://doi.org/10.1007/978-3-030-85899-5_29
Web Address (URL) of Paperhttps://link.springer.com/chapter/10.1007/978-3-030-85899-5_29
Conference/Event5th International Joint Conference on Asia-Pacific Web and Web-Age Information Management, Part II (APWeb-WAIM 2021)
Event Details
5th International Joint Conference on Asia-Pacific Web and Web-Age Information Management, Part II (APWeb-WAIM 2021)
Event Date
23 to end of 25 Aug 2021
Event Location
Guangzhou, China
Abstract

Traffic signal control problems are critical in urban intersections. Recently, deep reinforcement learning demonstrates impressive performance in the control of traffic signals. The design of state and reward function is often heuristic, which leads to highly vulnerable performance. To solve this problem, some studies introduce transportation theory into deep reinforcement learning to support the design of reward function e.g., max-pressure control, which have yielded promising performance. We argue that the constant changes of intersections’ pressure can be better represented with the consideration of downstream neighboring intersections. In this paper, we propose CMPLight, a deep reinforcement learning traffic signal control approach with a novel cooperative max-pressure-based reward function to leverage the vehicle queue information of neighborhoods. The approach employs cooperative max-pressure to guide the design of reward function in deep reinforcement learning. We theoretically prove that it is stabilizing when the average traffic demand is admissible and traffic flow is stable in road network. The state of deep reinforcement learning is enhanced by neighboring information, which helps to learn a detailed representation of traffic environment. Extensive experiments are conducted on synthetic and real-world datasets. The experimental results demonstrate that our approach outperforms traditional heuristic transportation control approaches and the state-of-the-arts learning-based approaches in terms of average travel time of all vehicles in road network.

KeywordsDeep reinforcement learning; Traffic signal control; Cooperative max-pressure; Downstream information
ANZSRC Field of Research 2020460207. Modelling and simulation
460308. Pattern recognition
460502. Data mining and knowledge discovery
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Byline AffiliationsWuhan University of Technology, China
School of Sciences
Institution of OriginUniversity of Southern Queensland
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Twitter analysis for depression on social networks based on sentiment and stress
Tao, Xiaohui, Dharmalingam, Ravi, Zhang, Ji, Zhou, Xujuan, Li, Lin and Gururajan, Raj. 2019. "Twitter analysis for depression on social networks based on sentiment and stress." 6th International Conference on Behavioral, Economic, and Socio-Cultural Computing (BESC 2019). Beijing, China 28 - 30 Oct 2019 United States. https://doi.org/10.1109/BESC48373.2019.8963550
Personalised drug prescription for dental clinics using word embedding
Goh, Wee Pheng, Tao, Xiaohui, Zhang, Ji, Yong, Jianming, Oh, Xue Ling and Goh, Elizabeth Zhixin. 2020. "Personalised drug prescription for dental clinics using word embedding." Hou U, Leong, Yang, Jian, Cai, Yi, Karlapalem, Kamalakar, Liu, An and Huang, Xin (ed.) 20th International Conference on Web Information Systems Engineering (WISE 2019): Workshop, Demo and Tutorial. Hong Kong, China 19 - 22 Jan 2020 Singapore. https://doi.org/10.1007/978-981-15-3281-8_5
MeKG: building a medical knowledge graph by data mining from MEDLINE
Pham, Thuan, Tao, Xiaohui, Zhang, Ji, Yong, Jianming, Zhou, Xujuan and Gururajan, Raj. 2019. "MeKG: building a medical knowledge graph by data mining from MEDLINE." Liang, Peipeng, Goel, Vinod and Shan, Chunlei (ed.) 12th International Conference on Brain Informatics (BI 2019). Haikou, China 13 - 15 Dec 2019 Switzerland. Springer. https://doi.org/10.1007/978-3-030-37078-7_16
A Case Study of Predicting Banking Customers Behaviour by Using Data Mining
Zhou, Xujuan, Bargshady, Ghazal, Abdar, Moloud, Tao, Xiaohui, Gururajan, Raj and Chan, K. C.. 2019. "A Case Study of Predicting Banking Customers Behaviour by Using Data Mining." 6th International Conference on Behavioral, Economic, and Socio-Cultural Computing (BESC 2019). Beijing, China 28 - 30 Oct 2019 United States. https://doi.org/10.1109/BESC48373.2019.8963436
A recommender system with advanced time series medical data analysis for diabetes patients in a telehealth environment
Lafta, Raid, Zhang, Ji, Tao, Xiaohui, Lin, Jerry Chun-Wei, Chen, Fulong, Luo, Yonglong and Zheng, Xiaoyao. 2018. "A recommender system with advanced time series medical data analysis for diabetes patients in a telehealth environment." Hartmann, Sven, Ma, Hui, Hameurlain, Abdelkader, Pernul, Gunther and Wagner, Roland R. (ed.) 29th International Conference on Database and Expert Systems Applications (DEXA 2018). Regensburg, Germany 03 - 06 Sep 2018 Cham, Switzerland. Springer. https://doi.org/10.1007/978-3-319-98812-2_15
Mining heterogeneous information graph for health status classification
Pham, Thuan, Tao, Xiaohui, Zhang, Ji, Yong, Jianming, Zhang, Wenping and Cai, Yi. 2018. "Mining heterogeneous information graph for health status classification." 5th International Conference on Behavioral, Economic, and Socio-Cultural Computing (BESC 2018). Kaohsiung, Taiwan 12 - 14 Nov 2018 United States. https://doi.org/10.1109/BESC.2018.8697292
Exploring the use of a network model in drug prescription support for dental clinics
Goh, Wee Pheng, Tao, Xiaohui, Zhang, Ji, Yong, Jianming, Qin, Yongrui, Goh, Elizabeth Zhixin and Hu, Aimin. 2018. "Exploring the use of a network model in drug prescription support for dental clinics." 5th International Conference on Behavioral, Economic, and Socio-Cultural Computing (BESC 2018). Kaohsiung, Taiwan 12 - 14 Nov 2018 Piscataway, NJ, United States. https://doi.org/10.1109/BESC.2018.00042
Data Privacy and System Security for Banking and Financial Services Industry based on Cloud Computing Infrastructure
Mahalle, Abhishek, Yong, Jianming, Tao, Xiaohui and Shen, Jun. 2018. "Data Privacy and System Security for Banking and Financial Services Industry based on Cloud Computing Infrastructure." 2018 IEEE 22nd International Conference on Computer Supported Cooperative Work in Design. Nanjing, China 09 - 11 May 2018 United States. https://doi.org/10.1109/CSCWD.2018.8465318
Hierarchical neural topic modeling with manifold regularization
Chen, Ziye, Ding, Cheng, Rao, Yanghui, Xie, Haoran, Tao, Xiaohui, Cheng, Gary and Wang, Fu Lee. 2021. "Hierarchical neural topic modeling with manifold regularization." World Wide Web. 24 (6), pp. 2139-2160. https://doi.org/10.1007/s11280-021-00963-7
Graph-based multi-label disease prediction model learning from medical data and domain knowledge
Pham, Thuan, Tao, Xiaohui, Zhang, Ji, Yong, Jianming, Li, Yuefeng and Xie, Haoran. 2022. "Graph-based multi-label disease prediction model learning from medical data and domain knowledge." Knowledge-Based Systems. 235, pp. 1-15. https://doi.org/10.1016/j.knosys.2021.107662
Mobile-based learning of drug prescription for medical education using artificial intelligence techniques
Tao, Xiaohui, Goh, Wee Pheng, Zhang, Ji, Yong, Jianming, Goh, Elizabeth Zhixin and Oh, Xueling. 2021. "Mobile-based learning of drug prescription for medical education using artificial intelligence techniques." International Journal of Mobile Learning and Organisation. 15 (4), pp. 392-408. https://doi.org/10.1504/IJMLO.2021.118436
IT investment governance and corporate governance: perspective and approach
Mahalle, Abhishek, Yong, Jianming and Tao, Xiaohui. 2021. "IT investment governance and corporate governance: perspective and approach." 7th International Conference on Behavioural and Social Computing (BESC 2020). Bournemouth, United Kingdom 05 - 07 Nov 2020 Piscataway, NJ, United States. https://doi.org/10.1109/BESC51023.2020.9348312
Challenges and mitigation for application deployment over SaaS platform in banking and financial services industry
Mahalle, Abhishek, Yong, Jianming and Tao, Xiaohui. 2021. "Challenges and mitigation for application deployment over SaaS platform in banking and financial services industry." Shen, Weiming, Barthes, Jean-Paul, Luo, Junzhou, Shi, Yanjun and Zhang, Jinghui (ed.) IEEE 24th International Conference on Computer Supported Cooperative Work in Design (IEEE CSCWD 2021). Dalian, China 05 - 07 May 2021 Piscataway, United States. https://doi.org/10.1109/CSCWD49262.2021.9437798
Regulatory challenges and mitigation for account services offered by FinTech
Mahalle, Abhishek, Yong, Jianming and Tao, Xiaohui. 2021. "Regulatory challenges and mitigation for account services offered by FinTech." Shen, Weiming, Barthes, Jean-Paul, Luo, Junzhou, Shi, Yanjun and Zhang, Jinghui (ed.) IEEE 24th International Conference on Computer Supported Cooperative Work in Design (IEEE CSCWD 2021). Dalian, China 05 - 07 May 2021 Piscataway, United States. https://doi.org/10.1109/CSCWD49262.2021.9437631
Process of Security Assurance Technique for Application Functional Logic in E-Commerce Systems
Nabi, Faisal, Yong, Jianming, Tao, Xiaohui, Malhi, Muhammad Saqib, Farhan, Muhammad and Mahmood, Umar. 2021. "Process of Security Assurance Technique for Application Functional Logic in E-Commerce Systems." Journal of Information Security. 12 (3), pp. 189-211. https://doi.org/10.4236/jis.2021.123010
Security aspects in modern service component‑oriented application logic for social e‑commerce systems
Nabi, Faisal, Yong, Jianming and Tao, Xiaohui. 2021. "Security aspects in modern service component‑oriented application logic for social e‑commerce systems." Social Network Analysis and Mining. 11 (1). https://doi.org/10.1007/s13278-020-00717-9
Streamflow prediction using an integrated methodology based on convolutional neural network and long short‑term memory networks
Ghimire, Sujan, Yaseen, Zaher Mundher, Farooque, Aitazaz A., Deo, Ravinesh C., Zhang, Ji and Tao, Xiaohui. 2021. "Streamflow prediction using an integrated methodology based on convolutional neural network and long short‑term memory networks." Scientific Reports. 11, pp. 1-26. https://doi.org/10.1038/s41598-021-96751-4
Remote Patient Monitoring Using Radio Frequency Identification (RFID) Technology and Machine Learning for Early Detection of Suicidal Behaviour in Mental Health Facilities
Tao, Xiaohui, Shaik, Thanveer Basha, Higgins, Niall, Gururajan, Raj and Zhou, Xujuan. 2021. "Remote Patient Monitoring Using Radio Frequency Identification (RFID) Technology and Machine Learning for Early Detection of Suicidal Behaviour in Mental Health Facilities." Sensors. 21 (3), pp. 1-20. https://doi.org/10.3390/s21030776
Charge prediction modeling with interpretation enhancement driven by double-layer criminal system
Li, Lin, Zhao, Lingyun, Nai, Peiran and Tao, Xiaohui. 2022. "Charge prediction modeling with interpretation enhancement driven by double-layer criminal system." World Wide Web. 25 (1), pp. 381-400. https://doi.org/10.1007/s11280-021-00873-8
BDKM: A Blockchain‑Based Secure Deduplication Scheme with Reliable Key Management
Zhang, Guipeng, Xie, Haoran, Yang, Zhenguo, Tao, Xiaohui and Liu, Wenyin. 2022. "BDKM: A Blockchain‑Based Secure Deduplication Scheme with Reliable Key Management." Neural Processing Letters. 54, pp. 2657-2674. https://doi.org/10.1007/s11063-021-10450-9
A survey of privacy solutions using blockchain for recommender systems: current status, classification and open issues
Abduljabbar, Tamara Abdulmunim, Tao, Xiaohui, Zhang, Ji, Zhou, Xujuan, Li, Lin and Cai, Yi. 2021. "A survey of privacy solutions using blockchain for recommender systems: current status, classification and open issues." The Computer Journal. 64 (7), pp. 1104-1129. https://doi.org/10.1093/comjnl/bxab065
Using back-and-forth translation to create artificial augmented textual data for sentiment analysis models
Body, Thomas, Tao, Xiaohui, Li, Yuefeng, Li, Lin and Zhong, Ning. 2021. "Using back-and-forth translation to create artificial augmented textual data for sentiment analysis models." Expert Systems with Applications. 178, pp. 1-12. https://doi.org/10.1016/j.eswa.2021.115033
Predicting Workplace Injuries Using Machine Learning Algorithms
Sukumar, Divya, Zhang, Ji, Tao, Xiaohui, Wang, Xin and Zhang, Wenbin. 2020. "Predicting Workplace Injuries Using Machine Learning Algorithms." Webb, Geoff, Zhang, Zhongfei, Tseng, Vincent S., Williams, Graham, Vlachos, Michalis and Cao, Longbing (ed.) 7th IEEE International Conference on Data Science and Advanced Analytics (DSAA 2020). Sydney, Australia 06 - 09 Oct 2020 Piscataway, United States. https://doi.org/10.1109/DSAA49011.2020.00104
Future IoT tools for COVID-19 contact tracing and prediction: A review of the state-of-the-science
Jahmunah, Vicnesh, Sudarshan, Vidya K., Oh, Shu Lih, Gururajan, Raj, Gururajan, Rashmi, Zhou, Xujuan, Tao, Xiaohui, Faust, Oliver, Ciaccio, Edward J., Ng, Kwan Hoong and Acharya, U. Rajendra. 2021. "Future IoT tools for COVID-19 contact tracing and prediction: A review of the state-of-the-science." International Journal of Imaging Systems and Technology. 31 (2), pp. 455-471. https://doi.org/10.1002/ima.22552
Global research on artificial intelligence-enhanced human electroencephalogram analysis
Chen, Xieling, Tao, Xiaohui, Wang, Fu Lee and Xie, Haoran. 2022. "Global research on artificial intelligence-enhanced human electroencephalogram analysis." Neural Computing and Applications. 34 (14), pp. 11295-11333. https://doi.org/10.1007/s00521-020-05588-x
A New Deep Convolutional Neural Network Model for Automated Breast Cancer Detection
Zhou, Xujuan, Li, Yuefeng, Gururajan, Raj, Bargshady, Ghazal, Tao, Xiaohui, Venkataraman, Revathi, Barua, Prabal D. and Kondalsamy-Chennakesavan, Srinivas. 2020. "A New Deep Convolutional Neural Network Model for Automated Breast Cancer Detection." 7th International Conference on Behavioural and Social Computing (BESC 2020). Bournemouth, United Kingdom 05 - 07 Nov 2020 United Kingdom. https://doi.org/10.1109/BESC51023.2020.9348322
A Densely Connected Encoder Stack Approach for Multi-type Legal Machine Reading Comprehension
Nai, Peiran, Li, Lin and Tao, Xiaohui. 2020. "A Densely Connected Encoder Stack Approach for Multi-type Legal Machine Reading Comprehension." Huang, Zhisheng, Beek, Wouter, Wang, Hua, Zhou, Rui and Zhang, Yanchun (ed.) 21st International Conference on Web Information Systems Engineering (WISE 2020). Amsterdam, The Netherlands 20 - 24 Oct 2020 Cham, Switzerland. https://doi.org/10.1007/978-3-030-62008-0_12
Organizing Classification of Application Logic Attacks in Component-based E-Commerce Systems
Nabi, Faisal, Yong, Jianming, Tao, Xiaohui, Farhan, Muhammad and Naseem, Nauman. 2021. "Organizing Classification of Application Logic Attacks in Component-based E-Commerce Systems." Journal of Computer Science. 17 (11), pp. 1046-1057. https://doi.org/10.3844/JCSSP.2021.1046.1058
Concepts of Safety Critical Systems Unification Approach & Security Assurance Process
Nabi, Faisal, Yong, Jianming, Tao, Xiaohui, Malhi, Muhammad Saqib, Mahmood, Umar and Iqbal, Usman. 2020. "Concepts of Safety Critical Systems Unification Approach & Security Assurance Process." Journal of Information Security. 11 (4), pp. 292-303. https://doi.org/10.4236/jis.2020.114018
Classification of logical vulnerability based on group attack method
Nabi, Faisal, Yong, Jianming and Tao, Xiaohui. 2021. "Classification of logical vulnerability based on group attack method." Journal of Ubiquitous Systems and Pervasive Networks. 14 (1), pp. 19-26. https://doi.org/10.5383/JUSPN.14.01.004
Information Retrieval Technology: 15th Asia Information Retrieval Societies Conference, AIRS 2019, Hong Kong, November 7-9, 2019, Proceedings
Wang, Fu Lee, Xie, Haoran, Lam, Wai, Sun, Aixin, Ku, Lun-Wei, Hao, Tianyong, Chen, Wei, Wong, Tak-Lam and Tao, Xiaohui. 2020. Information Retrieval Technology: 15th Asia Information Retrieval Societies Conference, AIRS 2019, Hong Kong, November 7-9, 2019, Proceedings. Switzerland. Springer.
A preliminary study for the risk of probabilistic blockchain protocols
Sello, Buti, Tao, Xiaohui and Yong, Jianming. 2019. "A preliminary study for the risk of probabilistic blockchain protocols." 6th International Conference on Behavioral, Economic, and Socio-Cultural Computing (BESC 2019). Beijing, China 28 - 30 Oct 2019 New York, United States. https://doi.org/10.1109/BESC48373.2019.8963205
Anesthesia assessment based on ICA permutation entropy analysis of two-channel EEG signals
Li, Tianning, Sivakumar, Prashanth and Tao, Xiaohui. 2019. "Anesthesia assessment based on ICA permutation entropy analysis of two-channel EEG signals." Liang, Peipeng, Goel, Vinod and Shan, Chunlei (ed.) 12th International Conference on Brain Informatics (BI 2019). Haikou, China 13 - 15 Dec 2019 Switzerland. Springer. https://doi.org/10.1007/978-3-030-37078-7_24
Identification of stress impact on personality density distributions
Lys, Brendan, Tao, Xiaohui, Machin, Tony, Zhang, Ji and Zhong, Ning. 2019. "Identification of stress impact on personality density distributions." Liang, Peipeng, Goel, Vinod and Shan, Chunlei (ed.) 12th International Conference on Brain Informatics (BI 2019). Haikou, China 13 - 15 Dec 2019 Cham, Switzerland. Springer. https://doi.org/10.1007/978-3-030-37078-7_26
Protecting privacy in digital era on cloud architecture for banking and financial services industry
Mahalle, Abhishek, Yong, Jianming and Tao, Xiaohui. 2019. "Protecting privacy in digital era on cloud architecture for banking and financial services industry." 6th International Conference on Behavioral, Economic, and Socio-Cultural Computing (BESC 2019). Beijing, China 28 - 30 Oct 2019 New York, United States. https://doi.org/10.1109/BESC48373.2019.8963459
Ethics of IT security team for cloud architecture infrastructure in banking and financial services industry
Mahalle, Abhishek, Yong, Jianming and Tao, Xiaohui. 2019. "Ethics of IT security team for cloud architecture infrastructure in banking and financial services industry." 23rd IEEE International Conference on Computer Supported Cooperative Work in Design (IEEE CSCWD 2019). Porto, Portugal 06 - 08 May 2019 New York, United States. https://doi.org/10.1109/CSCWD.2019.8791928
Insider threat and mitigation for cloud architecture infrastructure in banking and financial services industry
Mahalle, Abhishek, Yong, Jianming and Tao, Xiaohui. 2019. "Insider threat and mitigation for cloud architecture infrastructure in banking and financial services industry." 23rd IEEE International Conference on Computer Supported Cooperative Work in Design (IEEE CSCWD 2019). Porto, Portugal 06 - 08 May 2019 New York, United States. https://doi.org/10.1109/CSCWD.2019.8791906
SLIND: identifying stable links in online social networks
Zhang, Ji, Tan, Leonard, Tao, Xiaohui, Zheng, Xiaoyao, Luo, Yonglong and Lin, Jerry Chun-Wei. 2018. "SLIND: identifying stable links in online social networks." Pei, Jian, Sadiq, Shazia, Manolopoulos, Yannis and Li, Jianxin (ed.) 23rd International Conference on Database Systems for Advanced Applications (DASFAA 2018). Gold Coast, Australia 21 - 24 May 2018 Switzerland. https://doi.org/10.1007/978-3-319-91458-9_54
ITIL processes to control operational risk in cloud architecture infrastructure for banking and financial services industry
Mahalle, Abhishek, Yong, Jianming and Tao, Xiaohui. 2018. "ITIL processes to control operational risk in cloud architecture infrastructure for banking and financial services industry." 5th International Conference on Behavioral, Economic, and Socio-Cultural Computing (BESC 2018). Kaohsiung, Taiwan 12 - 14 Nov 2018 Los Alamitos, CA, United States. https://doi.org/10.1109/BESC.2018.8697294
Welcome message BESC 2018
Wang, Leon S. L., Hong, Tzung-Pei, Xu, Guandong, Ting, I-Hsien and Tao, Xiaohui. 2018. "Welcome message BESC 2018." 5th International Conference on Behavioral, Economic, and Socio-Cultural Computing (BESC 2018). Kaohsiung, Taiwan 12 - 14 Nov 2018 Los Alamitos, CA, United States. https://doi.org/10.1109/BESC.2018.8697887
A survey on text classification and its applications
Zhou, Xujuan, Gururajan, Raj, Li, Yuefeng, Venkataraman, Revathi, Tao, Xiaohui, Bargshady, Ghazala, Barua, Prabal D. and Kondalsamy-Chennakesavan, Srinivas. 2020. "A survey on text classification and its applications." Web Intelligence. 18 (2), pp. 205-216. https://doi.org/10.3233/WEB-200442
Automated prediction of sepsis using temporal convolutional network
Kok, Christopher, Jahmunah, V., Oh, Shu Lih, Zhou, Xujuan, Gururajan, Raj, Tao, Xiaohui, Cheong, Kang Hao, Gururajan, Rashmi, Molinari, Filippo and Acharya, U. Rajendra. 2020. "Automated prediction of sepsis using temporal convolutional network." Computers in Biology and Medicine. 127, pp. 1-10. https://doi.org/10.1016/j.compbiomed.2020.103957
A security review of event-based application function and service component architecture
Nabi, Faisal, Yong, Jianming and Tao, Xiaohui. 2020. "A security review of event-based application function and service component architecture." International Journal of Systems and Software Security and Protection. 11 (2), pp. 58-70. https://doi.org/10.4018/IJSSSP.2020070104
A bibliometric and visual analysis of artificial intelligence technologies-enhanced brain MRI research
Chen, Xieling, Zhang, Xinxin, Xie, Haoran, Tao, Xiaohui, Wang, Fu Lee, Xie, Nengfu and Hao, Tianyong. 2021. "A bibliometric and visual analysis of artificial intelligence technologies-enhanced brain MRI research." Multimedia Tools and Applications. 80, pp. 17335-17363. https://doi.org/10.1007/s11042-020-09062-7
Feature-Based Learning in Drug Prescription System for Medical Clinics
Goh, Wee Pheng, Tao, Xiaohui, Zhang, Ji and Yong, Jianming. 2020. "Feature-Based Learning in Drug Prescription System for Medical Clinics." Neural Processing Letters. 52, pp. 1703-1721. https://doi.org/10.1007/s11063-020-10296-7
Multisource multimedia data understanding: special theme issue of Multimedia Tools and Applications, Vol. 78, No. 33221
Zhang, Shichao, Wang, Ruili, Tao, Xiaohui and Zhu, Yingying. 2019. Multisource multimedia data understanding: special theme issue of Multimedia Tools and Applications, Vol. 78, No. 33221. New York, United States. Springer.
A structural graph-coupled advanced machine learning ensemble model for disease risk prediction in a telehealthcare environment
Lafta, Raid, Zhang, Ji, Tao, Xiaohui, Li, Yan, Diykh, Mohammed and Lin, Jerry Chun-Wei. 2018. "A structural graph-coupled advanced machine learning ensemble model for disease risk prediction in a telehealthcare environment." Roy, Sanjiban Sekhar, Samui, Pijushi, Deo, Ravinesh and Ntalampiras, Stalampiras (ed.) Big data in engineering applications. Singapore. Springer. pp. 363-384
SLIND+: stable LINk detection
Zhang, Ji, Tan, Leonard, Tao, Xiaohui, Li, Hongzhou, Chen, Fulong and Luo, Yonglong. 2020. "SLIND+: stable LINk detection." Hou U, Leong, Yang, Jian, Cai, Yi, Karlapalem, Kamalakar, Liu, An and Huang, Xin (ed.) 20th International Conference on Web Information Systems Engineering (WISE 2019): Workshop, Demo and Tutorial. Hong Kong, China 19 - 22 Jan 2020 Singapore. https://doi.org/10.1007/978-981-15-3281-8_8
Classification of Logical Vulnerability Based on Group Attacking Method
Nabi, Faisal, Yong, Jianming and Tao, Xaiohui. 2020. "Classification of Logical Vulnerability Based on Group Attacking Method." 11th International Conference on Ambient Systems, Networks and Technologies (ANT 2020). Warsaw Poland 06 - 09 Apr 2020 Netherlands. https://doi.org/10.1016/j.procs.2020.03.109
Mining health knowledge graph for health risk prediction
Tao, Xiaohui, Pham, Thuan, Zhang, Ji, Yong, Jianming, Goh, Wee Pheng, Zhang, Wenping and Cai, Yi. 2020. "Mining health knowledge graph for health risk prediction." World Wide Web. 23 (4), pp. 2341-2362. https://doi.org/10.1007/s11280-020-00810-1
Computational Social Science as the ultimate Web Intelligence
Tao, Xiaohui, Velasquez-Silva, Juan Domingo, Liu, Jiming and Zhong, Ning. 2020. "Computational Social Science as the ultimate Web Intelligence." World Wide Web. 23 (3), pp. 1743-1745. https://doi.org/10.1007/s11280-020-00801-2
Constructing a knowledge-based heterogeneous information graph for medical health status classification
Pham, Thuan, Tao, Xiaohui, Zhang, Ji and Yong, Jianming. 2020. "Constructing a knowledge-based heterogeneous information graph for medical health status classification." Health Information Science and Systems. 8 (1). https://doi.org/10.1007/s13755-020-0100-6
Relational intelligence recognition in online social networks - a survey
Zhang, Ji, Tan, Leonard, Tao, Xiaohui, Pham, Thuan and Chen, Bing. 2020. "Relational intelligence recognition in online social networks - a survey." Computer Science Review. 35. https://doi.org/10.1016/j.cosrev.2019.100221
A general extensible learning approach for multi-disease recommendations in a telehealth environment
Lafta, Raid, Zhang, Ji, Tao, Xiaohui, Zhu, Xiaodong, Li, Hongzhou, Chang, Liang and Deo, Ravinesh. 2020. "A general extensible learning approach for multi-disease recommendations in a telehealth environment ." Pattern Recognition Letters. 132, pp. 106-114. https://doi.org/10.1016/j.patrec.2018.11.006
A hybrid representation based simile component extraction
Ren, Da, Zhang, Pengfei, Li, Qing, Tao, Xiaohui, Chen, Junying and Cai, Yi. 2020. "A hybrid representation based simile component extraction." Neural Computing and Applications. 32 (18), pp. 14655-14665. https://doi.org/10.1007/s00521-020-04818-6
Proposing a secure component-based-application logic and system’s integration testing approach
Nabi, Faisal, Yong, Jianming and Tao, Xiaohui. 2019. "Proposing a secure component-based-application logic and system’s integration testing approach." International Journal of Information and Electronics Engineering. 11 (1), pp. 25-39. https://doi.org/10.6636/IJEIE.20190911(1).04
Affective and sentimental computing
Xie, Haoran, Wong, Tak‑Lam, Wang, Fu Lee, Wong, Raymond, Tao, Xiaohui and Wang, Ran. 2019. "Affective and sentimental computing." International Journal of Machine Learning and Cybernetics. 10 (8), pp. 2043-2044. https://doi.org/10.1007/s13042-019-00977-8
A novel approach for component based application logic event attack modeling
Nabi, Faisal, Yong, Jianming and Tao, Xiaohui. 2020. "A novel approach for component based application logic event attack modeling." International Journal of Network Security. 22 (3), pp. 437-443.
A new nested ensemble technique for automated diagnosis of breast cancer
Abdar, Moloud, Zomorodi-Moghadam, Mariam, Zhou, Xujuan, Gururajan, Raj, Tao, Xiaohui, Barua, Prabal D. and Gururajan, Rashmi. 2020. "A new nested ensemble technique for automated diagnosis of breast cancer." Pattern Recognition Letters. https://doi.org/10.1016/j.patrec.2018.11.004
On relational learning and discovery in social networks: a survey
Zhang, Ji, Tan, Leonard and Tao, Xiaohui. 2018. "On relational learning and discovery in social networks: a survey." International Journal of Machine Learning and Cybernetics. 10 (8), pp. 2085-2102. https://doi.org/10.1007/s13042-018-0823-8
Drug prescription support in dental clinics through drug corpus mining
Goh, Wee Pheng, Tao, Xiaohui, Zhang, Ji, Yong, Jianming, Zhang, Wenping and Xie, Haoran. 2018. "Drug prescription support in dental clinics through drug corpus mining." International Journal of Data Science and Analytics. 6 (4), pp. 341-349. https://doi.org/10.1007/s41060-018-0149-3
Mining drug properties for decision support in dental clinics
Goh, Wee Pheng, Tao, Xiaohui, Zhang, Ji and Yong, Jianming. 2017. "Mining drug properties for decision support in dental clinics." Kim, J., Shim, K., Cao, L., Lee, J., Lin, X. and Moon, Y. (ed.) 21st Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2017). Jeju, South Korea 23 - 26 May 2017 Germany. Springer. https://doi.org/10.1007/978-3-319-57529-2_30
Preface - Proceedings of the 2017 IEEE/WIC/ACM international conference on web intelligence
Alt, Rainer, Tao, Xiaohui and Unland, Rainer. 2017. "Preface - Proceedings of the 2017 IEEE/WIC/ACM international conference on web intelligence." 2017 IEEE/WIC/ACM International Conference on Web Intelligence (WI 2017). Leipzig, Germany 23 - 26 Aug 2017 New York, United States.
Coupling topic modelling in opinion mining for social media analysis
Zhou, Xujuan, Tao, Xiaohui, Rahman, Md Mostafijur and Zhang, Ji. 2017. "Coupling topic modelling in opinion mining for social media analysis." 2017 IEEE/WIC/ACM International Conference on Web Intelligence (WI 2017). Leipzig, Germany 23 - 26 Aug 2017 New York, United States. https://doi.org/10.1145/3106426.3106459
A Fast Fourier Transform-Coupled Machine Learning-Based Ensemble Model for Disease Risk Prediction Using a Real-Life Dataset
Lafta, Raid, Zhang, Ji, Tao, Xiaohui, Li, Yan, Abbas, Wessam, Luo, Yonglong, Chen, Fulong and Tseng, Vincent S.. 2017. "A Fast Fourier Transform-Coupled Machine Learning-Based Ensemble Model for Disease Risk Prediction Using a Real-Life Dataset." Kim, Jinho, Shim, Kyuseok, Cao, Longbing, Lee, Jae-Gil, Lin, Xuemin and Moon, Yang-Sae (ed.) 21st Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2017). Jeju, South Korea 23 - 26 May 2017 Switzerland. Springer. https://doi.org/10.1007/978-3-319-57454-7_51
Coupling a fast fourier transformation with a machine learning ensemble model to support recommendations for heart disease patients in a telehealth environment
Zhang, Ji, Lafta, Raid, Tao, Xiaohui, Li, Yan, Chen, Fulong, Luo, Yonglong and Zhu, Xiaodong. 2017. "Coupling a fast fourier transformation with a machine learning ensemble model to support recommendations for heart disease patients in a telehealth environment." IEEE Access. 5 (1), pp. 10674-10685. https://doi.org/10.1109/ACCESS.2017.2706318
Special issue on knowledge management of web social media
Tao, Xiaohui, Huang, Wei, Mu, Xiangming and Xie, Haoran. 2016. "Special issue on knowledge management of web social media ." Web Intelligence. 14 (4), pp. 273-274. https://doi.org/10.3233/WEB-160343
Automatic Text Summarization Using Fuzzy Inference
Jafari, Mehdi, Shahabi, Amir Shahab, Wang, Jing, Qin, Yongrui, Tao, Xiaohui and Gheisari, Mehdi. 2016. "Automatic Text Summarization Using Fuzzy Inference." 22nd IEEE International Conference on Automation and Computing (ICAC 2016). Colchester, United Kingdom 07 - 08 Sep 2016 United States. https://doi.org/10.1109/IConAC.2016.7604928
IRS-HD: an intelligent personalized recommender system for heart disease patients in a tele-health environment
Lafta, Raid, Zhang, Ji, Tao, Xiaohui, Li, Yan and Tseng, Vincent S.. 2016. "IRS-HD: an intelligent personalized recommender system for heart disease patients in a tele-health environment." Li, Jinyan, Li, Xue, Wang, Shuliang, Li, Jianxin and Sheng, Quan Z. (ed.) 12th International Conference on Advanced Data Mining and Applications (ADMA 2016). Gold Coast, QLD, Australia 12 - 15 Dec 2016 Switzerland. https://doi.org/10.1007/978-3-319-49586-6_58
Positive Influence Dominating Set Games
Wang, Guangyuan, Wang, Hua, Tao, Xiaohui, Zhang, Ji, Yi, Xun and Yong, Jianming. 2014. "Positive Influence Dominating Set Games." Hou, Jiang-Liang, Trappey, Amy J. C., Wu, Chien-Wei, Chang, Kuo-Hao, Liao, Chuing-Shou, Shen, Wei-Ming, Barthes, Jean-Paul and Luo, Jun-Zhou (ed.) 18th IEEE International Conference on Computer Supported Cooperative Work in Design (CSCWD 2014). Hsinchu, Taiwan 21 - 23 May 2014 United States. https://doi.org/10.1109/CSCWD.2014.6846890
NSSSD: a new semantic hierarchical storage for sensor data
Gheisari, Mehdi, Movassagh, Ali Akbar, Qin, Yongrui, Yong, Jianming, Tao, Xiaohui, Zhang, Ji and Shen, Haifeng. 2016. "NSSSD: a new semantic hierarchical storage for sensor data." 20th IEEE International Conference on Computer Supported Cooperative Work in Design (CSCWD 2016). Nanchang, China 04 - 06 May 2016 United States. https://doi.org/10.1109/CSCWD.2016.7565984
Adopting hybrid descriptors to recognise leaf images for automatic plant specie identification
Al-kharaz, Ali A., Tao, Xiaohui, Zhang, Ji and Lafta, Raid. 2016. "Adopting hybrid descriptors to recognise leaf images for automatic plant specie identification." Li, Jinyan, Li, Xue, Wang, Shuliang, Li, Jianxin and Sheng, Quan Z. (ed.) 12th International Conference on Advanced Data Mining and Applications (ADMA 2016). Gold Coast, QLD, Australia 12 - 15 Dec 2016 Switzerland. https://doi.org/10.1007/978-3-319-49586-6_15
Sentiment analysis for depression detection on social networks
Tao, Xiaohui, Zhou, Xujuan, Zhang, Ji and Yong, Jianming. 2016. "Sentiment analysis for depression detection on social networks." Li, Jinyan, Li, Xue, Wang, Xue, Li, Jianxin and Sheng, Quan Z. (ed.) 12th International Conference on Advanced Data Mining and Applications (ADMA 2016). Gold Coast, QLD, Australia 12 - 15 Dec 2016 Switzerland. https://doi.org/10.1007/978-3-319-49586-6_59
Multi-level big data content services for mental health care
Chen, Jianhui, Han, Jian, Deng, Yue, Zhong, Han, Wang, Ningning, Li, Youjun, Wan, Zhijiang, Kotake, Taihei, Wang, Dongsheng, Tao, Xiaohui and Zhong, Ning. 2016. "Multi-level big data content services for mental health care." Zhong, Ning, Ma, Jianhua, Liu, Jiming, Huang, Runhe and Tao, Xiaohui (ed.) Wisdom web of things, Part II. Switzerland. Springer. pp. 155-180
Wisdom web of things
Zhong, Ning, Ma, Jianhua, Liu, Jiming, Huang, Runhe and Tao, Xiaohui. 2016. Wisdom web of things. Switzerland. Springer.
Factors to be considered in Cloud computing adoption
Ali, Omar, Soar, Jeffrey, Yong, Jianming and Tao, Xiaohui. 2016. "Factors to be considered in Cloud computing adoption." Web Intelligence. 14 (4), pp. 309-323. https://doi.org/10.3233/WEB-160347
An intelligent recommender system based on predictive analysis in telehealthcare environment
Lafta, Raid, Zhang, Ji, Tao, Xiaohui, Li, Yan, Tseng, Vincent S., Luo, Yonglong and Chen, Fulong. 2016. "An intelligent recommender system based on predictive analysis in telehealthcare environment." Web Intelligence. 14 (4), pp. 325-336. https://doi.org/10.3233/WEB-160348
Information fusion with subject-based information gathering method for intelligent multi-agent models
Tao, Xiaohui, King, John and Li, Yuefeng. 2005. "Information fusion with subject-based information gathering method for intelligent multi-agent models." 7th International Conference on Information Integration and Web-based Applications and Services (iiWAS 2005). Kuala Lumpur, Malaysia 19 - 21 Sep 2005
Associate a user's goal: exhaustivity and specificity information retrieval using ontology
Tao, Xiaohui. 2006. "Associate a user's goal: exhaustivity and specificity information retrieval using ontology." Li, Yuefeng, Looi, Mark and Zhong, Ning (ed.) 2006 Conference on Advances in Intelligent IT: Active Media Technology. Brisbane, Australia 07 - 09 Jun 2006 Amsterdam, Netherlands.
Ontology mining for personalized web information gathering
Tao, Xiaohui, Li, Yuefeng, Zhong, Ning and Nayak, Richi. 2007. "Ontology mining for personalized web information gathering." Lin, T. Y. and Haas, Laura (ed.) 2007 IEEE/WIC/ACM International Conference on Web Intelligence. Fremont, United States of America 02 - 05 Nov 2007 Los Alamitos, CA. United States. https://doi.org/10.1109/WI.2007.88
Mining specific and general features in both positive and negative relevance feedback
Li, Yuefeng, Tao, Xiaohui, Algarni, Abdulmohsen and Wu, Sheng-Tang. 2009. "Mining specific and general features in both positive and negative relevance feedback." Voorhees, Ellen M. and Buckland, Lori P. (ed.) TREC 2009: 18th Text REtrieval Conference. Gaithersburg, United States 17 - 20 Nov 2009 Gaithersburg, MD. United States.
An Intelligent Recommender System based on Short-term Risk Prediction for Heart Disease Patients
Lafta, Raid, Zhang, Ji, Tao, Xiaohui, Li, Yan and Tseng, Vincent S.. 2015. "An Intelligent Recommender System based on Short-term Risk Prediction for Heart Disease Patients." 4th International Workshop on Web Personalization, Recommender Systems and Social Media (WPRSM2015), Joint with WI-IAT 2015. Singapore 06 - 09 Dec 2015 Singapore. https://doi.org/10.1109/WI-IAT.2015.47
A study of drug interaction for personalised decision support in dental clinics
Goh, Wee Pheng, Tao, Xiaohui, Zhang, Ji and Yong, Jianming. 2015. "A study of drug interaction for personalised decision support in dental clinics." 2015 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT 2015). Singapore 06 - 09 Dec 2015 https://doi.org/10.1109/WI-IAT.2015.28
Efficient Algorithms for Scheduling XML Data in a Mobile Wireless Broadcast Environment
Qin, Yongrui, Wang, Hua, Zhang, Ji, Tao, Xiaohui, Zhang, Wei Emma, Taylor, Kerry and Sheng, Quan Z.. 2015. "Efficient Algorithms for Scheduling XML Data in a Mobile Wireless Broadcast Environment." 21st IEEE International Conference on Parallel and Distributed Systems (ICPADS 2015). Melbourne, Australia 14 - 17 Dec 2015 Australia. https://doi.org/10.1109/ICPADS.2015.96
Decision support systems for adoption in dental clinics: a survey
Goh, Wee Pheng, Tao, Xiaohui, Zhang, Ji and Yong, Jianming. 2016. "Decision support systems for adoption in dental clinics: a survey." Knowledge-Based Systems. 104, pp. 195-206. https://doi.org/10.1016/j.knosys.2016.04.022
Automatic construction of domain-specific sentiment lexicon for context sensitive opinion retrieval
Lau, Raymond Y. K., Zhang, Wenping and Tao, Xiaohui. 2012. "Automatic construction of domain-specific sentiment lexicon for context sensitive opinion retrieval." Zhou, Yanqun (ed.) 4th IEEE International Conference on Computer Science and Information Technology (ICCSIT 2011). Chengdu, China 10 - 12 Jun 2011 Singapore. https://doi.org/10.7763/IPCSIT
Finding weighted positive influence dominating set to make impact to negatives: a study on online social networks in the new millennium
Wang, Guangyuan, Wang, Hua, Tao, Xiaohui and Zhang, Ji. 2014. "Finding weighted positive influence dominating set to make impact to negatives: a study on online social networks in the new millennium." Kaur, Harleen and Tao, Xiaohui (ed.) ICTs and the millennium development goals: a United Nations perspective. New York, NY. United States. Springer. pp. 67-81
Energy-efficient dual-iteration power allocation for two-phase relay system with massive antennas
Zhao, Long, Xiang, Wei, Mei, Jie, Zhao, Hui, Long, Hang and Li, Lin. 2014. "Energy-efficient dual-iteration power allocation for two-phase relay system with massive antennas." International Journal of Antennas and Propagation. 2014, pp. 1-8. https://doi.org/10.1155/2014/543826
A knowledge retrieval model using ontology mining and user profiling
Tao, Xiaohui, Li, Yuefeng and Nayak, Richi. 2008. "A knowledge retrieval model using ontology mining and user profiling." Integrated Computer Aided Engineering. 15 (4), pp. 313-329. https://doi.org/10.3233/ICA-2008-15404
Text mining in microblogs for real time topic and event monitoring
Lau, Cher H., Tjondronegoro, Dian, Li, Yuefeng, Xu, Yue and Tao, Xiaohui. 2010. "Text mining in microblogs for real time topic and event monitoring." Hess, Barry and Christensen, Clayton M. (ed.) SC10 Early Adopters PhD Workshop: Building the Next Generation of Application Scientists (held during the International Conference for High Performance Computing, Networking, Storage, and Analysis 2010). New Orleans, United States 15 Nov 2010 Washington, DC. United States.
Ontology mining for personalized search
Li, Yuefeng and Tao, Xiaohui. 2009. "Ontology mining for personalized search." Cao, Longbing, Yu, Philip S., Zhang, Chengqi and Zhang, Huaifeng (ed.) Data mining for business applications. New York, NY. United States. Springer. pp. 63-78
Effective pattern taxonomy mining in text documents
Li, Yuefeng, Wu, Sheng-Tang and Tao, Xiaohui. 2008. "Effective pattern taxonomy mining in text documents." Shanahan, James G., Amer-Yahia, Sihem, Zhang, Yi and Kolcz, Alek (ed.) CIKM 2008: ACM 17th Conference on Information and Knowledge Management. Napa Valley, United States 26 - 30 Oct 2008 New York, NY. USA. https://doi.org/10.1145/1458082.1458360
An ontology-based framework for knowledge retrieval
Tao, Xiaohui, Li, Yuefeng, Zhong, Ning and Nayak, Richi. 2008. "An ontology-based framework for knowledge retrieval." Jain, Lakhmi, Lingras, Pawan, Klusch, Matthias and Lu, Jie (ed.) 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT 2008). Sydney, Australia 09 - 12 Dec 2008 Los Alamitos, CA. USA. https://doi.org/10.1109/WIIAT.2008.226
Telemedicine and Telemonitoring in Healthcare
Alsgaer, Salmah F. A., Tao, Xiaohui, Zhang, Ji, Wang, Hua and Guo, Zhi. 2013. "Telemedicine and Telemonitoring in Healthcare." Imamura, Kazayuki, Usui, Shiro and Shirao, Tomoaki (ed.) 2013 International Conference on Brain and Health Informatics (BHI 2013). Maebashi, Japan 29 - 31 Oct 2013 Germany. https://doi.org/10.1007/978-3-319-02753-1_20
SIMS: Self-adaptive Intelligent Monitoring System for supporting home-based heart failure patients
Wang, Hua, Zhang, Ji, Soar, Jeffrey, Tao, Xiaohui and Huang, Wei. 2013. "SIMS: Self-adaptive Intelligent Monitoring System for supporting home-based heart failure patients." Biswas, Jit, Kobayashi, Hisato, Wong, Lawrence, Abdulrazak, Bessam and Mokhtari, Mounir (ed.) 11th International Conference on Smart Homes and Health Telematics (ICOST 2013): Inclusive Society: Health and Wellbeing in Ageing-Friendly Community: eHealth, Telemedicine, Chronic Disease Management and Care at Home. Singapore 19 - 21 Jun 2013 Heidelberg, Germany. Springer. https://doi.org/10.1007/978-3-642-39470-6_43
Minimising k-dominating set in arbitrary network graphs
Wang, Guangyuan, Wang, Hua, Tao, Xiaohui, Zhang, Ji and Zhang, Jinhua. 2013. "Minimising k-dominating set in arbitrary network graphs." Motoda, Hiroshi, Wu, Zhaohui, Cao, Longbing, Zaiane, Osmar, Yao, Min and Wang, Wei (ed.) 9th International Conference on Advanced Data Mining and Applications (ADMA 2013). Hangzhou, China 14 - 16 Dec 2013 Heidelberg, Germany. Springer. https://doi.org/10.1007/978-3-642-53917-6_11
SODIT: An innovative system for outlier detection using multiple localized thresholding and interactive feedback
Zhang, Ji, Wang, Hua, Tao, Xiaohui and Sun, Lili. 2013. "SODIT: An innovative system for outlier detection using multiple localized thresholding and interactive feedback." 29th IEEE International Conference on Data Engineering (ICDE 2013). Brisbane, Australia 08 - 11 Apr 2013 Piscataway, NJ. United States. https://doi.org/10.1109/ICDE.2013.6544945
Finding a weighted positive influence dominating set in e-learning social networks
Wang, Guangyuan, Wang, Hua, Tao, Xiaohui, Zhang, Ji and Zhu, Guohun. 2013. "Finding a weighted positive influence dominating set in e-learning social networks." International Journal of Computers and Technology. 10 (10), pp. 2136-2145.
A self-stabilizing algorithm for finding a minimal positive influence dominating set in social networks
Wang, Guangyuan, Wang, Hua, Tao, Xiaohui and Zhang, Ji. 2013. "A self-stabilizing algorithm for finding a minimal positive influence dominating set in social networks." Wang, Hua and Zhang, Rui (ed.) 24th Australasian Database Conference (ADC 2013). Adelaide, Australia 29 Jan - 01 Feb 2013 Sydney, Australia.
Mapping semantic knowledge for unsupervised text categorisation
Tao, Xiaohui, Li, Yuefeng, Zhang, Ji and Yong, Jianming. 2013. "Mapping semantic knowledge for unsupervised text categorisation." Wang, Hua and Rui, Zhang (ed.) 24th Australasian Database Conference (ADC 2013). Adelaide, Australia 29 Jan - 01 Feb 2013 Sydney, Australia.
Outlier detection from large distributed databases
Zhang, Ji, Wang, Hua and Tao, Xiaohui. 2014. "Outlier detection from large distributed databases." World Wide Web. 17 (4), pp. 539-568. https://doi.org/10.1007/s11280-013-0218-4
Sentiment Analysis on Tweets for Social Events
Zhou, Xujuan, Tao, Xiaohui, Yong, Jianming and Yang, Zhenyu. 2013. "Sentiment Analysis on Tweets for Social Events." Shen, Weiming, Li, Weidong, Barthes, Jean-Paul, Luo, Junzhou, Zhu, Haibin, Yong, Jianming and Li, Xiaoping (ed.) IEEE 17th International Conference on Computer Supported Cooperative Work in Design (CSCWD 2013). Whistler, Canada 27 - 29 Jun 2013 United States. https://doi.org/10.1109/CSCWD.2013.6581022
A Self-Stabilizing Protocol for Minimal Weighted Dominating Sets in Arbitrary Networks
Wang, Guangyuan, Wang, Hua, Tao, Xiaohui and Zhang, Ji. 2013. "A Self-Stabilizing Protocol for Minimal Weighted Dominating Sets in Arbitrary Networks." Shen, Weiming, Li, Weidong, Barthes, Jean-Paul, Luo, Junzhou, Zhu, Haibin, Yong, Jianming and Li, Xiaoping (ed.) IEEE 17th International Conference on Computer Supported Cooperative Work in Design (CSCWD 2013). Whistler, Canada 27 - 29 Jun 2013 United States. https://doi.org/10.1109/CSCWD.2013.6581012
Semantic labelling for document feature patterns using ontological subjects
Tao, Xiaohui, Li, Yuefeng, Liu, Bin and Shen, Yan. 2012. "Semantic labelling for document feature patterns using ontological subjects." Zhong, Ning and Gong, Zhiguo (ed.) 2012 IEEE/WIC/ACM International Conference on Web Intelligence (WI 2012). Macau, China 04 - 07 Dec 2012 Los Alamitos, CA. United States. https://doi.org/10.1109/WI-IAT.2012.47
Unsupervised multi-label text classification using a world knowledge ontology
Tao, Xiaohui, Li, Yuefeng, Lau, Raymond Y. K. and Wang, Hua. 2012. "Unsupervised multi-label text classification using a world knowledge ontology." Tan, Pang-Ning, Chawla, Sanjay, Ho, Chin Kuan and Bailey, James (ed.) 16th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining (PAKDD 2012). Kuala Lumpur, Malaysia 29 May - 01 Jun 2012 Berlin, Germany. Springer. https://doi.org/10.1007/978-3-642-30217-6_40
Matching relevance features with ontological concepts
Shen, Yan, Li, Yuefeng, Xu, Yue and Tao, Xiaohui. 2012. "Matching relevance features with ontological concepts." 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology (WPRS 2012). Macau, China 04 - 07 Dec 2012 Los Alamitos, CA. United States. https://doi.org/10.1109/WI-IAT.2012.194
A self-stabilizing algorithm for finding a minimal K-dominating set in general networks
Wang, Guangyuan, Wang, Hua, Tao, Xiaohui and Zhang, Ji. 2012. "A self-stabilizing algorithm for finding a minimal K-dominating set in general networks." Xiang, Yang, Pathan, Mukaddim, Tao, Xiaohui and Wan g, Hua (ed.) 3rd International Conference on Data and Knowledge Engineering (ICDKE 2012). Fujian, China 21 - 23 Nov 2012 Berlin, Germany. Springer. https://doi.org/10.1007/978-3-642-34679-8_8
Retrieving information from microblog using pattern mining and relevance feedback
Lau, Cher Han, Tao, Xiaohui, Tjondronegoro, Dian and Li, Yuefeng. 2012. "Retrieving information from microblog using pattern mining and relevance feedback." Xiang, Yang, Pathan, Mukaddim, Tao, Xiaohui and Wan g, Hua (ed.) 3rd International Conference on Data and Knowledge Engineering (ICDKE 2012). Fujian, China 21 - 23 Nov 2012 Berlin, Germany. Springer. https://doi.org/10.1007/978-3-642-34679-8_15
Personalised information gathering and recommender systems: techniques and trends
Tao, Xiaohui, Zhou, Xujuan, Lau, Cher Han and Li, Yuefeng. 2013. "Personalised information gathering and recommender systems: techniques and trends." EAI Endorsed Transactions on Scalable Information Systems. 13 (1-3), pp. 1-17. https://doi.org/10.4108/trans.sis.2013.01-03.e4
Mining contextual knowledge for context-aware recommender systems
Zhang, Wenping, Lau, Raymond and Tao, Xiaohui. 2012. "Mining contextual knowledge for context-aware recommender systems." Chao, Kuo-Ming, Lei, Hui, Li, Yinsheng, Chung, Jen-Yao and Shah, Nazaraf (ed.) 9th IEEE International Conference on E-Business Engineering (ICEBE 2012). Hangzhou, China 09 - 11 Sep 2012 Los Alamitos, CA. United States. https://doi.org/10.1109/ICEBE.2012.65
Privacy preserving access control policy and algorithms for conflicting problems
Sun, Lili, Wang, Hua, Tao, Xiaohui, Zhang, Yanchun and Yang, Jing. 2011. "Privacy preserving access control policy and algorithms for conflicting problems." Kellenberger, Patrick (ed.) 10th IEEE International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom 2011). Changsha, China 16 - 18 Nov 2011 Los Alamitos, CA. United States. https://doi.org/10.1109/TrustCom.2011.34
An ontology-based mining approach for user search intent discovery
Shen, Yan, Li, Yuefeng, Xu, Yue, Iannella, Renato, Algarni, Abdulmohsen and Tao, Xiaohui. 2011. "An ontology-based mining approach for user search intent discovery." Cunningham, Sally Jo, Scholer, Falk and Thomas, Paul (ed.) 16th Australasian Document Computing Symposium (ADCS 2011). Canberra, Australia 02 Dec 2011 Melbourne, Australia.
Positive influence dominating set in e-learning social networks
Wang, Guangyuan, Wang, Hua, Tao, Xiaohui and Zhang, Ji. 2011. "Positive influence dominating set in e-learning social networks." Leung, H., Popescu, E., Cao, Y., Lau, R. W. H. and Nejdl, W. (ed.) 10th International Conference on Web-Based Learning (ICWL 2011): Advances in Web-Based Learning. Hong Kong, China 08 - 10 Dec 2011 Berlin, Germany. https://doi.org/10.1007/978-3-642-25813-8_9
Multi-modal summarization of key events and top players in sports tournament videos
Tjondronegoro, Dian, Tao, Xiaohui, Sasongko, Johannes and Lau, Cher Han. 2011. "Multi-modal summarization of key events and top players in sports tournament videos." IEEE Workshop on Applications of Computer Vision (WACV 2011). Kona, United States 05 - 07 Jan 2011 Piscataway, NJ. United States. https://doi.org/10.1109/WACV.2011.5711541
A cross-media framework for personalized learning systems
Jia, Tingbai and Tao, Xiaohui. 2011. "A cross-media framework for personalized learning systems." Zhang, Ji and Livraga, Giovanni (ed.) 2nd International Conference on Data and Knowledge Engineering (ICDKE 2011). Milan, Italy 06 - 08 Sep 2011 Piscataway, NJ. United States. https://doi.org/10.1109/ICDKE.2011.6053933
A personalized ontology model for web information gathering
Tao, Xiaohui, Li, Yuefeng and Zhong, Ning. 2011. "A personalized ontology model for web information gathering." IEEE Transactions on Knowledge and Data Engineering. 23 (4), pp. 496-511. https://doi.org/10.1109/TKDE.2010.145
Mining world knowledge for analysis of search engine content
King, John D., Li, Yuefeng, Tao, Xiaohui and Nayak, Richi. 2007. "Mining world knowledge for analysis of search engine content." Web Intelligence. 5 (3), pp. 233-253.
Automatically acquiring training sets for web information gathering
Tao, Xiaohui, Li, Yuefeng, Zhong, Ning and Nayak, Richi. 2006. "Automatically acquiring training sets for web information gathering." Liu, Jiming and Wah, Benjamin W. (ed.) 2006 IEEE/WIC/ACM International Conference on Web Intelligence. Hong Kong, China 18 - 22 Dec 2006 Piscataway, NJ. United States. https://doi.org/10.1109/WI.2006.49
Ontology mining for semantic interpretation of user information needs
Tao, Xiaohui, Li, Yuefeng and Nayak, Richi. 2007. "Ontology mining for semantic interpretation of user information needs." Zhang, Zili and Siekmann, Jorg (ed.) 2nd International Conference on Knowledge Science, Engineering, and Management (KSEM 2007). Melbourne, Australia 28 - 30 Nov 2007 Germany. Springer. https://doi.org/10.1007/978-3-540-76719-0_32
A User Profiles Acquiring Approach Using Pseudo-Relevance Feedback
Tao, Xiaohui and Li, Yuefeng. 2009. "A User Profiles Acquiring Approach Using Pseudo-Relevance Feedback." Wen, Peng, Li, Yuefeng, Polkowski, Lech and Yao, Yiyu (ed.) 4th International Conference on Rough Sets and Knowledge Technology (RSKT 2009). Gold Coast, Australia 14 - 16 Jul 2009 Germany. Springer. https://doi.org/10.1007/978-3-642-02962-2_83
Concept-Based, Personalized Web Information Gathering: A Survey
Tao, Xiaohui and Li, Yuefeng. 2009. "Concept-Based, Personalized Web Information Gathering: A Survey." 3rd International Conference on Knowledge Science, Engineering, and Management (KSEM 2009). Vienna, Austria 25 - 27 Nov 2009 Germany. Springer. https://doi.org/10.1007/978-3-642-10488-6_23
Connecting users and items with weighted tags for personalized item recommendations
Liang, Huizhi, Xu, Yue, Li, Yuefeng, Nayak, Richi and Tao, Xiaohui. 2010. "Connecting users and items with weighted tags for personalized item recommendations." Chignell, Mark and Toms, Elaine (ed.) HT 2010: 21st ACM Conference on Hypertext and Hypermedia. Toronto, Canada 13 - 16 Jun 2010 New York, USA. https://doi.org/10.1145/1810617.1810628
Ontology-based specific and exhaustive user profiles for constraint information fusion for multi-agents
Tao, Xiaohui, Li, Yuefeng, Lau, Raymond Y. K. and Geva, Shlomo. 2010. "Ontology-based specific and exhaustive user profiles for constraint information fusion for multi-agents." Huang, Xiangji Jimmy, King, Irwin, Raghavan, Vijay and Rueger, Stefan (ed.) 2010 IEEE/WIC/ACM International Conference on Web Intelligence. Toronto, Canada 31 Aug - 03 Sep 2010 Los Alamitos, CA. United States. https://doi.org/10.1109/WI-IAT.2010.76
Mining specific and general features in both positive and negative relevance feedback
Algarni, Abdulmohsen, Li, Yuefeng and Tao, Xiaohui. 2010. "Mining specific and general features in both positive and negative relevance feedback." Voorhees, E. M. and Buckland, Lori P. (ed.) TREC 2010: 19th Text REtrieval Conference: Relevance Feedback Track. Gaithersburg, United States 16 - 19 Nov 2010 Gaithersburg, MD, USA.
A knowledge-based model using ontologies for personalized web information gathering
Tao, Xiaohui, Li, Yuefeng and Zhong, Ning. 2010. "A knowledge-based model using ontologies for personalized web information gathering." Web Intelligence. 8 (3), pp. 235-254. https://doi.org/10.3233/WIA-2010-0189