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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  
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  
Robust High-dimensional Bioinformatics Data Streams Mining by ODR-ioVFDT Journal article
SCIENTIFIC REPORTS, 2017,Volume: 7
Authors:  Wang, Dantong;  Fong, Simon;  Wong, Raymond K.;  Mohammed, Sabah;  Fiaidhi, Jinan;  Wong, Kelvin K. L.
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Robust high-dimensional bioinformatics data streams mining by ODR-ioVFDT Journal article
Scientific Reports, 2017,Volume: 7
Authors:  Wang D.;  Fong S.;  Wong R.K.;  Mohammed S.;  Fiaidhi J.;  Wong K.K.L.
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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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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  
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  
Countering the concept-drift problems in big data by an incrementally optimized stream mining model Journal article
Journal of Systems and Software, 2015,Volume: 102,Page: 158-166
Authors:  Hang Yang;  Simon Fong
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Concept Drift  Data Stream Mining  Very Fast Decision Tree  
Performance evaluation of incremental decision tree learning under noisy data streams Journal article
International Journal of Computer Applications in Technology, 2013,Volume: 47,Issue: 2-3,Page: 206-214
Authors:  Hang Yang;  Simon Fong
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Big Data  Classification  Data Streams  Decision Tree  Noisy Data