Official Title: Postdoctoral Researcher

Faculty: Institute for Data Engineering and Science

Email: liang.shengbin@usj.edu.mo


Short Bio

Dr Liang Shengbin completed his Ph.D. studies in Data Science from City University of Macau and received his M.S. degree from Southwest Jiaotong University in Chengdu, China. He is currently doing his postdoctoral research at IDEAS in USJ under FDCT funding. His research interests including recommender system, intelligent algorithm, precision medicine with AI. He has published serval books and articles in the above fields.


Publications

·     Articles

[1] Shenming Qu, Huafei Zhou, Bo Zhang, Shengbin Liang*. MSPNet: Multi-Scale Strip Pooling Network for Road Extraction from Remote Sensing Images. Applied Sciences. 12(8), 2022. (SCI Q2)

[2] Shenming Qu, Xinyu Yang, Yiming Gao, Shengbin Liang*. MonoDCG: Monocular 3D object detection based on dynamic convolution. PLOS ONE. (SCI Q2)

[3] Ma Huawei, Ma Jixin, Liang Shengbin*. A model of Integrating Bert and BiGRU+ Attention Dual-Channel Mechanism for Investor Sentiment Analysis of Stock Price Forecast (ICIS 2022, Best Paper, EI)

[4] Liang Shengbin, Du Wencai, Ma Huawei. A Model of Integrating Convolution and BiGRU Dual-channel Mechanism for Chinese Medical Text Classifications. Journal of Healthcare of Engineering. (Accepted)

[5] Liang Shengbin, Jiao Tongtong, Du Wencai, Qu Shenming. An improved ant colony optimization algorithm based on context for tourism route planning. PLOS One. (SCI Q2)

[6] Shengbin Liang, Xinan Chen, Jixin Ma, Wencai Du, & Huawei Ma. An Improved Double Channel Long Short-Term Memory Model for Medical Text Classification. Journal of Healthcare Engineering. (SCI Q2)

[7] Shenming Qu, Xuan Liu, Shengbin Liang*. Multi-Scale Super Pixels Dimension Reduction Hyperspectral Image Classification Algorithm Based on Low Rank Sparse Representation Joint Hierarchical Recursive Filtering. Sensors. (SCI Q2)

[8] Qu Shenming, Liu Xuan, Liang Shengbin*. Band Clustering and Improved Recursive Filtering for Hyperspectral Image Classification. (in Chinese). Remote Sensing Information, 2021,36(03), 25-31 (CSCD).

[9] Liang Shengbin, Zhu Bin, Qu Shenming. An Improved Clustering Algorithm Based on FOA and Autoencoder. (in Chinese). Journal of Henan University (Natural Science), 2020, 50(1), 70-79.

[10] Shengbin Liang, Lulu Bai & Hengming Zhang. Recommendation Algorithm Based on Improved Convolutional Neural Network and Matrix Factorization. (6th International Conference of Pioneering Computer Scientists, Engineers and Educators, (ICPCSEE 2020, EI).

[11] Shengbin Liang, Si Tian, Shengnan Liu. A new Adaptive Neighborhood Selection Algorithm of Local Tangent Space Alignment. International Journal of Advancements in Computing Technology, 2013, 5(1):826-834. (EI: 20130415927558).

[12] Shengbin Liang, Binbin Jiang, Le Wang, Rui Zhang. An Effective Strategy for Mining Frequent Itemsets from Uncertain Dataset. Journal of Convergence Information Technology, 2012, 7(17): 190-196. (EI: 20124115548297).

[13] Liang Shengbin, Dong Liang. Design of a collaborative evaluation system for green buildings based on SOA. (in Chinese). Compuer Engineering and Design, 2008, 29(23):6127-6129. (CSCD).

[14] Yujun Ma, Shengbin Liang*. A Routing Algorithm of Ant Colony Algorithm for Wireless Sensor Network, 2011 International Conference on Opto-Electronics Engineering and Information Science Proceedings, Shiraz, Iran, 2011. (EI).

[15] Yujun Ma, Shengbin Liang*. The research and application of multiple-export strategy routing of campus network. Proceedings of the 2012 International Conference on Cybernetics and Informatics, Chongqing, China, 2012. (EI: 20133216574949).

·     Books

[1] Object Oriented Programming in Java, Editor-in-chief, 2022/11, Tsinghua University Press. (in Chinese)

[2] Java Web Application Development and Practice (2nd Edition), Editor-in-chief, 2016/09, Tsinghua University Press. (in Chinese)

[3] Java Web Application Development and Practice (1st Edition), Editor-in-chief, 2012/08, Tsinghua University Press. (in Chinese)

[4] Java programming case tutorial, Editor-in-chief, 2011/01, Tsinghua University Press. (in Chinese)

[5] Web programming case tutorial, Associate Editor,2015/01,Henan University Press. (in Chinese)

[6] Web programming tutorial,Associate Editor,2013/01,Henan University Press. (in Chinese)

[7] 21 days of learning through Linux C programming, Associate Editor,2010/05,Electronic Industry Press. (in Chinese)

[8] C# language programming tutorial> Associate Editor, 2017/01, Henan University Press. (in Chinese).

Research Projects:

[1] Key Scientific Research Projects of Colleges and Universities in Henan Province: Alzheimer's disease diagnosis model based on graph neural network and self-learning mechanism (No. 23B520005), 2023.01-2024.12

[2] National Natural Science Foundation Project,Research on Key Technologies of Efficient Content Matching in Publish-Subscribe System Based on Subscription Matching Tree (No. 61272544/F020804), 2013.1-2016.12, Finished.

[3] Henan Province Science and Technology Research Project:Research on Core Technology of Resident Health Data Management Based on Cloud Platform (No. 162102210175), 2016.1-2017.12, Finished.

[4] Key Scientific Research Projects of Colleges and Universities in Henan Province: Research on User Interest Modelling Method and Recommendation Technology Integrating Multi-source Context (No. 20A520008), 2020.01-2021.12

[5] Key Scientific Research Projects of Colleges and Universities in Henan Province,Residents' health self-service physical examination platform and its big data analysis and processing in HER-Cloud (No.15A520049), 2015.1-2016.12, Finished.

[6] Henan Province Science and Technology Research Project, Research on Circuit Model of Quantum Multi-value Computing (No. 142300410126), 2015.1-2016.12, Finished.

[7] Key Scientific Research Projects of Colleges and Universities in Henan Province, Research on Spatial Data Storage Based on Hadoop (No. 16A520082), 2016.1-2017.12, Finished.

[8] Henan Province Science and Technology Research Project:Fast quantum reversible circuit generation system. 2011.1-2012.12, Finished.

[9] Henan Province Science and Technology Research Project:Non-destructive intelligent detection system for steel cable based on AGMI magnetic sensor. 2010.1-2011.12, Finished.

Patents:

[1] National Invention Patent: Method and system for file conversion and reading, No. 2015104662867.

[2] National Invention Patent: Information processing method, device and system, No. 2014100282826.

[3] National Invention Patent: Weighing data verification method, device, equipment and computer readable storage medium, No. 201910429279.8.

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