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On recognizing abnormal human behaviours by data stream mining with misclassified recalls Conference paper
26th International World Wide Web Conference 2017, WWW 2017 Companion
Authors:  Fong S.;  Hu S.;  Song W.;  Cho K.;  Wong R.K.;  Mohammed S.
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Classification  Data stream mining  Human activity recognition  
Predicting unusual energy consumption events from smart home sensor network by data stream mining with misclassified recall Journal article
JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2018,Volume: 9,Issue: 4,Page: 1197-1221
Authors:  Fong, Simon;  Li, Jiaxue;  Song, Wei;  Tian, Yifei;  Wong, Raymond K.;  Dey, Nilanjan
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IoT smart home  Energy prediction  Data stream mining  Classification  
Self-Adaptive Pre-Processing Methodology for Big Data Stream Mining in Internet of Things Environmental Sensor Monitoring Journal article
SYMMETRY-BASEL, 2017,Volume: 9,Issue: 10
Authors:  Lan, Kun;  Fong, Simon;  Song, Wei;  Vasilakos, Athanasios V.;  Millham, Richard C.
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data stream pre-processing  self-adaptive segmentation  clustering-based particle swarm optimization (CPSO)  Internet of Things (IoT) datasets  
Self-adaptive pre-processing methodology for big data stream mining in internet of things environmental sensor monitoring Journal article
Symmetry, 2017,Volume: 9,Issue: 10
Authors:  Lan K.;  Fong S.;  Song W.;  Vasilakos A.V.;  Millham R.C.
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Clustering-based particle swarm optimization (CPSO)  Data stream pre-processing  Internet of Things (IoT) datasets  Self-adaptive segmentation  
Integrated work-flow for quantitative metabolome profiling of plants, Peucedani Radix as a case Journal article
ANALYTICA CHIMICA ACTA, 2017,Volume: 953,Page: 40-47
Authors:  Song, Yuelin;  Song, Qingqing;  Liu, Yao;  Li, Jun;  Wan, Jian-Bo;  Wang, Yitao;  Jiang, Yong;  Tu, Pengfei
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Quantitative Metabolome  Integrated Work-flow  Offline Two Dimensional Liquid  Chromatography  Linear Range  Peucedani Radix  Isomer  
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  
Underwater Sonar Signals Recognition by Incremental Data Stream Mining with Conflict Analysis Journal article
International Journal of Distributed Sensor Networks, 2014,Volume: 10,Issue: 5
Authors:  Simon Fong;  Suash Deb;  Raymond Wong;  Guangmin Sun
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Classifying Sonar Signals Using an Incremental Data Stream Mining Methodology with Conflict Analysis Conference paper
Advances in Intelligent Systems and Computing, Trivandrum, India, MAR 13-15, 2014
Authors:  Fong, Simon;  Deb, Suash;  Thampi, Sabu
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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 adaptability of decision tree for mining big data Journal article
New Mathematics and Natural Computation, 2013,Volume: 9,Issue: 1,Page: 77-95
Authors:  HANG YANG;  SIMON FONG
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Algorithms Performance Evaluation  Data Stream Mining  Decision Tree