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Improvised Methods for Tackling Big Data Stream Mining Challenges: Case Study of Human Activity Recognition Journal article
JOURNAL OF SUPERCOMPUTING, 2016,Volume: 72,Issue: 10,Page: 3927-3959
Authors:  Fong, Simon;  Liu, Kexing;  Cho, Kyungeun;  Wong, Raymond;  Mohammed, Sabah;  Fiaidhi, Jinan
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Data Stream Mining  Big Data  Very Fast Decision Tree  Resampling  Sensor Data  
Solving the Under-Fitting Problem for Decision Tree Algorithms by Incremental Swarm Optimization in Rare-Event Healthcare Classification Journal article
Journal of Medical Imaging and Health Informatics, 2016,Volume: 6,Issue: 4,Page: 1102-1110
Authors:  Li, Jinyan;  Fong, Simon;  Mohammed, Sabah;  Fiaidhi, Jinan;  Chen, Qian;  Tan, Zhen
Favorite  |  View/Download:3/0  |  Submit date:2019/02/13
Decision Tree  Imbalanced Healthcare Dataset  Incremental Swarm Optimization  Swarm Intelligence Algorithm  
Early Diagnosis of Alzheimer Disease Using Instance-Based Learning Techniques Journal article
Journal of Medical Imaging and Health Informatics, 2016,Volume: 6,Issue: 4,Page: 1111-1118
Authors:  Khan, Aunsia;  Liu, Lian-Sheng;  Usman, Muhammad;  Fong, Simon
Favorite  |  View/Download:4/0  |  Submit date:2019/02/13
Alzheimer's Disease  Computer Aided Diagnosis  Machine Learning  
Real-time analysis of vital signs using incremental data stream mining techniques with a case study of ARDS under ICU treatment Journal article
Journal of Medical Imaging and Health Informatics, 2015,Volume: 5,Issue: 5,Page: 1108-1115
Authors:  Fong, Simon;  Siu, Shirley W. I.;  Zhou, Suzy;  Chan, Jonathan H.;  Mohammed, Sabah;  Fiaidhi, Jinan
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Data Stream Mining  Naïve Bayes  Optimized Very Fast Decision Tree  Support Vector Machine  Vital Signs Analysis  
Efficient variation-based feature selection for medical data classification Journal article
Journal of Medical Imaging and Health Informatics, 2015,Volume: 5,Issue: 5,Page: 1093-1098
Authors:  Fong, Simon;  Liang, Justin;  Siu, Shirley W. I.;  Chan, Jonathan H
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Classification  Feature Selection  Medical Datasets  
On-road Directional Trajectory Prediction by Junction-based Pattern Mining from GPS Data Conference paper
Proceedings - 2013 International Conference on Machine Intelligence Research and Advancement, ICMIRA 2013, Katra, India, 21-23 Dec. 2013
Authors:  Suash Deb;  Congmao Jia;  Simon Fong
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Pattern Mining  Trajectory Prediction  
Improving Classification Accuracy Using Fuzzy Clustering Coefficients of Variations (FCCV) Feature Selection Algorithm Conference paper
CINTI 2014 - 15th IEEE International Symposium on Computational Intelligence and Informatics, Proceedings, Budapest, Hungary, 19–21 November, 2014
Authors:  Simon Fong;  Justin Liang;  Yan Zhuang
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Classification  Feature Selection  Fuzzy Clustering  
A Scalable Data Stream Mining Methodology: Stream-Based Holistic Analytics and Reasoning in Parallel Conference paper
Proceedings - 2014 2nd International Symposium on Computational and Business Intelligence, ISCBI 2014, New Delhi, India, 7-8 Dec. 2014
Authors:  Simon Fong;  Yan Zhuang;  Raymond Wong;  Sabah Mohammed
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Cache-based Data Stream Classifier  Ccv Feature Selection  Data Stream Mining Methodology  Meta-heusristics  
Improving the Accuracy of Incremental Decision Tree Learning Algorithm via Loss Function Conference paper
Proceedings - 16th IEEE International Conference on Computational Science and Engineering, CSE 2013, Sydney, NSW, Australia, 3-5 Dec. 2013
Authors:  Hang Yang;  Simon Fong
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Data Stream Mining  Decision Tree Classification  Hoeffding Tree  
Web 2.0 Recommendation service by multi-collaborative filtering trust network algorithm Journal article
Information Systems Frontiers, 2013,Volume: 15,Issue: 4,Page: 533-551
Authors:  Chen Wei;  Richard Khoury;  Simon Fong
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Collaborative Filtering  Recommendation System  Social Network  Web 2.0