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Empowering multi-class medical data classification by Group-of-Single-Class-predictors and transfer optimization: Cases of structured dataset by machine learning and radiological images by deep learning Journal article
Future Generation Computer Systems, 2022,Volume: 133,Page: 10-22
Authors:  Li, Tengyue;  Fong, Simon;  Mohammed, Sabah;  Fiaidhi, Jinan;  Guan, Steven;  Chang, Victor
Favorite |  | TC[WOS]:0 TC[Scopus]:0 | Submit date:2022/05/13
Algorithm  Classification model training  Deep learning  Machine learning  Medical dataset  Multi-class classification  Parameter optimization  Radiological images recognition  
A binary PSO-based ensemble under-sampling model for rebalancing imbalanced training data Journal article
Journal of Supercomputing, 2022,Volume: 78,Issue: 5,Page: 7428-7463
Authors:  Li, Jinyan;  Wu, Yaoyang;  Fong, Simon;  Tallón-Ballesteros, Antonio J.;  Yang, Xin she;  Mohammed, Sabah;  Wu, Feng
Favorite |  | TC[WOS]:0 TC[Scopus]:0 | Submit date:2022/05/04
Binary Pso  Ensemble  Imbalanced Classification  Integrity  Multi-objective  Under-sampling  
A Novel Pre-processing Method for Enhancing Classification Over Sensor Data Streams Using Subspace Probability Detection Conference paper
Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Authors:  Zhong, Yan;  Li, Tengyue;  Fong, Simon;  Li, Xuqi;  Tallón-Ballesteros, Antonio J.;  Mohammed, Sabah
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Big data analytics  Data pre-processing  Internet-of-things  Sensor data streams  
White learning methodology: A case study of cancer-related disease factors analysis in real-time PACS environment Journal article
Computer Methods and Programs in Biomedicine, 2020,Volume: 197
Authors:  Tengyue Li;  Simon Fong;  Shirley W.I. Siu;  Xin-she Yang;  Lian-Sheng Liu;  Sabah Mohammed
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Data Mining Methodology  Deep Learning  Bayesian Network  Radiological Data Analysis  
White Learning: A White-Box Data Fusion Machine Learning Framework for Extreme and Fast Automated Cancer Diagnosis Journal article
IT Professional, 2019,Volume: 21,Issue: 5,Page: 71-77
Authors:  Tengyue Li;  Simon Fong;  Lian-Sheng Liu;  Xin-She Yang;  Xingshi He;  Jinan Fiaidhi;  Sabah Mohammed
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Fast incremental learning with swarm decision table and stochastic feature selection in an IoT extreme automation environment Journal article
IT Professional, 2019,Volume: 21,Issue: 2,Page: 14-26
Authors:  Tengyue Li;  Simon Fong;  Richard C. Millham;  Jinan Fiaidhi;  Sabah Mohammed
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Experimenting with clojure on extracting medication information from clinical narratives Conference paper
BDIOT 2018: Proceedings of the 2018 2nd International Conference on Big Data and Internet of Things, Beijing China, 24 October, 2018- 26 October, 2018
Authors:  Sami Mohammed;  Sabah Mohammed;  Jinan Fiaidhi;  Tengyue Li;  Simon Fong
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Clinical Narratives  Medication Information Extraction  Opennlp  Clojure  
Similarity majority under-sampling technique for easing imbalanced classification problem Conference paper
Data Mining, Melbourne, VIC, Australia, August 19-20, 2017
Authors:  Jinyan Li;  Simon Fong;  Shimin Hu;  Raymond K. Wong;  Sabah Mohammed
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Imbalanced Classification  Under-sampling  Similarity Measure  Smute  
Rare event prediction using similarity majority under-sampling technique Conference paper
Soft Computing in Data Science, Yogyakarta, Indonesia, 27-28 November
Authors:  Jinyan Li;  Simon Fong;  Shimin Hu;  Victor W. Chu;  Raymond K. Wong;  Sabah Mohammed;  Nilanjan Dey
Favorite |  | TC[WOS]:0 TC[Scopus]:2 | Submit date:2019/02/13
Imbalanced Classification  Under-sampling  Similarity Measure  Smute  
A suite of swarm dynamic multi-objective algorithms for rebalancing extremely imbalanced datasets Journal article
Applied Soft Computing, 2017,Volume: 69,Page: 784-805
Authors:  Jinyan Li;  Simon Fong;  Raymond K. Wong;  Sabah Mohammed;  Jinan Fiaidhi;  Yunsick Sung
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Swarm Intelligence Algorithms  Dynamic Multi-objective  Big Highly Imbalanced Dataset  Binary Classification  Rebalancing Algorithm