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Framework of Temporal Data Stream Mining by Using Incrementally Optimized Very Fast Decision Forest Journal article
INTERNET OF THINGS AND BIG DATA ANALYTICS TOWARD NEXT-GENERATION INTELLIGENCE, 2018,Volume: 30,Page: 483-502
Authors:  Fong, Simon;  Song, Wei;  Wong, Raymond;  Bhatt, Chintan;  Korzun, Dmitry;  Dey, N;  Hassanien, AE;  Bhatt, C;  Ashour, AS;  Satapathy, SC
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Data stream mining  Decision trees  Meta-classifiers  Big data  
Incremental optimization mechanism for constructing a balanced very fast decision tree for big data Book
2017
Authors:  Yang H.;  Fong S.
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A decision support system using combined-classifier for high-speed data stream in smart grid Journal article
Enterprise Information Systems, 2016,Volume: 10,Issue: 9,Page: 947-958
Authors:  Hang Yang;  Peng Li;  Zhian He;  Xiaobin Guo;  Simon Fong;  Huajun Chen
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Data Mining  Distributed Artificial Intelligence (Dai)  Enterprise Applications  Enterprise Computing Systems  Enterprise Information Systems (Eis)  
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
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Decision Tree  Imbalanced Healthcare Dataset  Incremental Swarm Optimization  Swarm Intelligence Algorithm  
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  
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  
Adaptive Forecasting of Earthquake Time Series by Incremental Decision Tree Algorithm Journal article
Information (Japan), 2013,Volume: 16,Issue: 12,Page: 8387-8395
Authors:  Fong, Simon
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Adaptive Forecasting  Earthquake Prediction  Stream Mining  Time Series Forecasting  
Countering the Concept-drift Problem in Big Data Using iOVFDT Conference paper
Proceedings - 2013 IEEE International Congress on Big Data, BigData 2013, Santa Clara, CA, USA, 27 June-2 July 2013
Authors:  Hang Yang;  Simon Fong
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Classification  Concept Drift  Data Stream Mining  Incremental Decision Tree