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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.
Favorite | View/Download:10/0 | TC[WOS]:0 TC[Scopus]:3 | Submit date:2019/02/13
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
Favorite | View/Download:44/0 | TC[WOS]:7 TC[Scopus]:28 | Submit date:2018/10/30
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  
Semantic Inference on Clinical Documents: Combining Machine Learning Algorithms with an Inference Engine for Effective Clinical Diagnosis and Treatment Journal article
IEEE Access, 2017,Volume: 5,Page: 3529-3546
Authors:  Shuo Yang;  Ran Wei;  Jingzhi Guo;  Lida Xu
Favorite | View/Download:16/0 | TC[WOS]:5 TC[Scopus]:13 | Submit date:2019/02/13
Big Data  Case-based Reasoning  Clinical Diagnosis  Data Stream Mining  Decision Tree  Disease Detection  Electronic Health Record  Medical Record  Semantic Integration  
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
Favorite | View/Download:27/0 | TC[WOS]:1 TC[Scopus]:5 | Submit date:2019/05/15
Data Stream Mining  Big Data  Very Fast Decision Tree  Resampling  Sensor Data  
Atmospheric pattern recognition of human activities on ubiquitous sensor network using data stream mining algorithms Journal article
International Journal of Sensor Networks, 2016,Volume: 20,Issue: 3,Page: 147-162
Authors:  Hang Yang;  Simon Fong;  Kyungeun Cho;  Junbo Wang
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Atmospheric Pattern Recognition  Data Stream Mining  Ubiquitous Sensor Network  
Real-time stream mining electric power consumption data using hoeffding tree with shadow features Conference paper
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Authors:  Fong S.;  Yuen M.;  Wong R.K.;  Song W.;  Cho K.
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Data stream mining  Electric power consumption prediction  Shadow features  
Diabetes therapy prognosis through data stream mining methods and techniques Conference paper
Proceedings of the 12th IASTED International Conference on Biomedical Engineering, BioMed 2016
Authors:  Wang D.;  Fong S.;  Cho S.;  Cho K.;  Park Y.W.
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Classification algorithms  Data stream mining  Diabetes therapy  Insulin mellitus  
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
Favorite | View/Download:13/0 | TC[WOS]:1 TC[Scopus]:2 | Submit date:2019/02/13
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
Favorite | View/Download:14/0 | TC[WOS]:12 TC[Scopus]:16 | Submit date:2019/02/13
Concept Drift  Data Stream Mining  Very Fast Decision Tree