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An improved improved Id3 algorithm for medical data classification Journal article
COMPUTERS & ELECTRICAL ENGINEERING, 2018,Volume: 65,Page: 474-487
Authors:  Shuo Yang;  Jing-Zhi Guo;  Jun-Wei Jin
Favorite  |  View/Download:25/0  |  Submit date:2018/10/30
Id3 Algorithm  Decision Tree  Balance Function  Numeric Attribute Discretization  Rule Representation Of Classifier Model  
Predicting the listing statuses of Chinese-listed companies using decision trees combined with an improved filter feature selection method Journal article
KNOWLEDGE-BASED SYSTEMS, 2017,Volume: 128,Page: 93-101
Authors:  Ligang Zhou;  Yain-Whar Si;  Hamido Fujita
Favorite  |  View/Download:11/0  |  Submit date:2018/10/30
Multi-class Classification  Listing-status Prediction  Decision Tree C4.5  Decision Tree C5.0  
Synthetic data generator for classification rules learning Conference paper
Proceedings - 2016 7th International Conference on Cloud Computing and Big Data, CCBD 2016
Authors:  Liu R.;  Fang B.;  Tang Y.Y.;  Chan P.P.K.
Favorite  |  View/Download:0/0  |  Submit date:2019/02/11
Automatic decision support  Data mining  Decision tree  Synthetic 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:9/0  |  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:16/0  |  Submit date:2019/05/15
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:4/0  |  Submit date:2019/02/13
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
Favorite  |  View/Download:5/0  |  Submit date:2019/02/13
Data Stream Mining  Naïve Bayes  Optimized Very Fast Decision Tree  Support Vector Machine  Vital Signs Analysis  
A decision-making framework for precision marketing Journal article
Expert Systems with Applications, 2015,Volume: 42,Issue: 7,Page: 3357-3367
Authors:  ZhenYou;  Yain-Whar Si;  Defu Zhang;  XiangXiang Zeng;  Stephen C.H. Leung;  Tao Li
Favorite  |  View/Download:9/0  |  Submit date:2019/02/14
Data Mining  Decision Tree  Decision-making  Forecasting  Precision Marketing  
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:3/0  |  Submit date:2019/02/13
Concept Drift  Data Stream Mining  Very Fast Decision Tree  
Towards automatic food prediction during endurance sport competitions Conference paper
Proceedings - 2014 International Conference on Soft Computing and Machine Intelligence, ISCMI 2014, New Delhi, India, 26-27 Sept. 2014
Authors:  Iztok Fister Jr;  Fister, Iztok;  Fister, Duan;  Ljubi, Karin;  Zhuang, Yan;  Fong, Simon
Favorite  |  View/Download:4/0  |  Submit date:2018/11/06
Component  Endurance Sport Event  Machine Learning  Decision Tree  Food