Contact details +6469517584
Dr Bo Liu Dip.Grad, PhD
Senior Lecturer
School of Mathematical and Computational SciencesProfessional
Qualifications
- Diploma for Graduate Student - Tsinghua University (2008)
- Doctor's Degree Certificate - Tsinghua University (2008)
Research Expertise
Research Interests
My major research interests include Big Data, Data Mining, Machine Learning, Bioinformatics, Cloud Computing, Scientific Workflow, Semantic Analysis and Image Processing.
Thematics
21st Century Citizenship, Health and Well-being
Area of Expertise
Field of research codes
Artificial Intelligence and Image Processing (080100):
Computer Software (080300):
Information And Computing Sciences (080000):
Information Systems (080600)
Research Outputs
Journal
Zhang, S., Yang, B., Yang, H., Zhao, J., Zhang, Y., Gao, Y., . . . Wang, S. (2024). Potential rapid intraoperative cancer diagnosis using dynamic full-field optical coherence tomography and deep learning: A prospective cohort study in breast cancer patients. Science Bulletin. 69(11), 1748-1756
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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1
Yang, B., Li, J., Wang, J., Li, R., Gu, K., & Liu, B. (2024). DiffusionDCI: A Novel Diffusion-Based Unified Framework for Dynamic Full-Field OCT Image Generation and Segmentation. IEEE Access. 12, 37702-37714
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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Liu, B., Wang, Z., Zhang, J., Wu, J., & Qu, G. (2024). DeepSIM: a novel deep learning method for graph similarity computation. Soft Computing. 28(1), 61-76
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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1
Yan, X., Liu, B., & Qu, G. (2024). Efficient Monocular Human Pose Estimation Based on Deep Learning Methods: A Survey. IEEE Access. 12, 72650-72661
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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Wu, J., Liu, B., Zhang, J., Wang, Z., & Li, J. (2023). DL-PPI: a method on prediction of sequenced protein–protein interaction based on deep learning. BMC Bioinformatics. 24(1)
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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6
Zhuang, X., Liu, B., Long, J., Wang, H., Yu, J., Ji, X., . . . Zhao, S. (2024). Machine-learning-based classification of diffuse large B-cell lymphoma patients by a 7-mRNA signature enriched with immune infiltration and cell cycle. Clinical and Translational Oncology. 26(4), 936-950
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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1
Zhang, J., Liu, B., Wu, J., Wang, Z., & Li, J. (2023). DeepCAC: a deep learning approach on DNA transcription factors classification based on multi-head self-attention and concatenate convolutional neural network. BMC Bioinformatics. 24(1)
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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5
Wang, H., Liu, B., Long, J., Yu, J., Ji, X., Li, J., . . . Zhao, S. (2023). Integrative analysis identifies two molecular and clinical subsets in Luminal B breast cancer. iScience. 26(9)
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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2
Liu, B., Wang, M., & Guesgen, HW. (2023). A hybrid model for spatial–temporal prediction of PM<inf>2.5</inf> based on a time division method. International Journal of Environmental Science and Technology. 20(11), 12195-12206
[Journal article]Authored by: Guesgen, H., Liu, B.
[Journal article]Authored by: Guesgen, H., Liu, B.
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2
Liu, B., He, X., Song, M., Li, J., Qu, G., Lang, J., . . . Gu, R. (2021). A Method for Mining Granger Causality Relationship on Atmospheric Visibility. ACM Transactions on Knowledge Discovery from Data. 15(5)
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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3
Liu, B., Yan, S., Li, J., Li, Y., Lang, J., & Qu, G. (2021). A Spatiotemporal Recurrent Neural Network for Prediction of Atmospheric PM2.5: A Case Ƶ of Beijing. IEEE Transactions on Computational Social Systems. 8(3), 578-588
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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29
Liu, B., Zhao, Y., Yang, B., Zhao, S., Gu, R., & Gahegan, M. (2021). A gastric cancer recognition algorithm on gastric pathological sections based on multistage attention-DenseNet. Concurrency and Computation: Practice and Experience. 33(10)
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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3
Li, J., Zhao, S., Yang, J., Huang, Z., Liu, B., Chen, S., . . . Wang, Q. (2020). WCP-RNN: a novel RNN-based approach for Bio-NER in Chinese EMRs: Paper ID: FC_17_25. Journal of Supercomputing. 76(3), 1450-1467
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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46
Liu, B., Zhao, H., Liu, Y., Wang, S., Li, J., Li, Y., . . . Gu, R. (2020). Discovering multi-dimensional motifs from multi-dimensional time series for air pollution control. Concurrency and Computation: Practice and Experience. 32(11)
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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2
Liu, B., Yao, K., Zhao, Z., Ding, S., & Chen, H. (2020). Research on the evaluation model of graduate employment prospects. International Journal of Information and Education Technology. 10(3), 191-195
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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3
Akhtar, F., Li, J., Pei, Y., Imran, A., Rajput, A., Azeem, M., . . . Liu, B. (2020). Diagnosis of large-for-gestational-age infants using a semi-supervised feature learned from expert and data. Multimedia Tools and Applications. 79(45-46), 34047-34077
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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5
Wang, S., Yang, B., Liu, B., & Zheng, G. (2020). Dual attention module and multi-label based fully convolutional network for crowd counting. IET Computer Vision. 14(7), 443-451
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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1
Li, J., Fu, G., Chen, Y., Li, P., Liu, B., Pei, Y., . . . Feng, H. (2020). A multi-label classification model for full slice brain computerised tomography image. BMC Bioinformatics. 21
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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10
Liu, B., Yan, S., Li, J., Qu, G., Li, Y., Lang, J., . . . Gu, R. (2019). A Sequence-to-Sequence Air Quality Predictor Based on the n-Step Recurrent Prediction. IEEE Access. 7, 43331-43345
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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78
Li, J., Sun, J., Liu, L., Liu, B., Xiao, C., & Wang, F. (2019). Improved Maximum Margin Clustering via the Bundle Method. IEEE Access. 7, 63709-63721
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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8
Xu, W., Li, J., Li, J., Yang, JJ., Wang, Q., Liu, B., . . . Qiu, W. (2019). An investigation about gene modules associated with HDPSC differentiation for adolescents. Stem Cells International. 2019
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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Liu, B., Yan, S., You, H., Dong, Y., Li, Y., Lang, J., . . . Gu, R. (2018). Road surface temperature prediction based on gradient extreme learning machine boosting. Computers in Industry. 99, 294-302
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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36
Li, J., Yang, JJ., Zhao, Y., Liu, B., Zhou, M., Bi, J., . . . Wang, Q. (2017). Enforcing Differential Privacy for Shared Collaborative Filtering. IEEE Access. 5, 35-49
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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30
Xu, Z., Li, J., Liu, B., Bi, J., Li, R., & Mao, R. (2017). Semi-supervised learning in large scale text categorization. Journal of Shanghai Jiaotong University (Science). 22(3), 291-302
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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8
Liu, B., Huang, K., Li, J., & Zhou, MC. (2015). An incremental and distributed inference method for large-scale ontologies based on MapReduce paradigm. IEEE Transactions on Cybernetics. 45(1), 53-64
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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41
Li, J., Liu, C., Liu, B., Mao, R., Wang, Y., Chen, S., . . . Wang, Q. (2015). Diversity-aware retrieval of medical records. Computers in Industry. 69, 81-91
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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49
Liu, B., Li, J., Chen, C., Tan, W., Chen, Q., & Zhou, M. (2015). Efficient motif discovery for large-scale time series in healthcare. IEEE Transactions on Industrial Informatics. 11(3), 583-590
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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63
Li, JQ., Yang, JJ., Liu, C., Zhao, Y., Liu, B., & Shi, Y. (2014). Exploiting semantic linkages among multiple sources for semantic information retrieval. Enterprise Information Systems. 8(4), 464-489
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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20
Liu, B., Madduri, RK., Sotomayor, B., Chard, K., Lacinski, L., Dave, UJ., . . . Foster, IT. (2014). Cloud-based bioinformatics workflow platform for large-scale next-generation sequencing analyses. Journal of Biomedical Informatics. 49, 119-133
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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63
Li, JQ., Yang, JJ., Zhao, Y., & Liu, B. (2013). A top-down approach for approximate data anonymisation. Enterprise Information Systems. 7(3), 272-302
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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20
Liu, B., Li, J., & Zhao, Y. (2012). Repairing and reasoning with inconsistent and uncertain ontologies. Advances in Engineering Software. 45(1), 380-390
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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15
Li, JQ., Zhao, Y., & Liu, B. (2012). Exploiting semantic resources for large scale text categorization. Journal of Intelligent Information Systems. 39(3), 763-788
[Journal article]Authored by: Liu, B.
[Journal article]Authored by: Liu, B.
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11
Conference
Yue, X., Liu, B., Zhang, F., & Qu, G.Edged Weisfeiler-Lehman Algorithm. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). (pp. 93 - 109). 0302-9743.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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Wang, H., Li, J., Liu, B., Li, J., & Long, J.Similarity Calculation Model between Patients with Chinese Electronic Medical Records Based on Multi-View Hierarchical Leaning Network. Proceedings - 2024 IEEE 48th Annual Computers, Software, and Applications Conference, COMPSAC 2024. (pp. 2153 - 2158).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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Wang, J., Liu, B., Li, Y., Li, J., & Pei, Y.CAM-CycleGAN: A Weakly Supervised Segmentation Method for Medical Images Based on Cycle Consistensy Generative Adversarial Networks. IMCEC 2024 - IEEE 6th Advanced Information Management, Communicates, Electronic and Automation Control Conference. (pp. 1293 - 1296).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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Wang, Y., Liu, B., Yang, B., Li, JQ., Li, Y., & Pei, Y.DDPM-SKDNet: A Deep Learning Method for ICG Image Classification. Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics. (pp. 3204 - 3209). 1062-922X.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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Su, Z., Liu, B., Li, J., & Pei, Y.An Improved Method for Chinese Relationship Extraction. Lecture Notes in Electrical Engineering. (pp. 19 - 25). 1876-1100.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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Liu, B., Zhang, J., Xu, Y., Li, J., Pei, Y., & Qu, G.A multimodal sentiment recognition method based on attention mechanism. ACM International Conference Proceeding Series. (pp. 213 - 220).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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Zhao, Y., Liu, B., Li, J., Li, Y., Chen, H., & Qu, G.Boundary U-Net: A Segmentation Method to Improve Salt Bodies Identification Accuracy. Lecture Notes in Electrical Engineering. (pp. 27 - 40). 1876-1100.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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Wang, X., Liu, B., Shen, L., Li, Y., Gu, R., & Qu, G.A Summary Evaluation Method Combining Linguistic Quality and Semantic Similarity. Proceedings - 2020 International Conference on Computational Science and Computational Intelligence, CSCI 2020. (pp. 637 - 642).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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2
Yao, G., Li, J., Pei, Y., Akhtar, F., & Liu, B.An Automatic Turner Syndrome Identification System with Facial Images. Lecture Notes in Electrical Engineering. (pp. 105 - 112). 1876-1100.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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5
Liu, B., He, X., Li, J., Qu, G., Lang, J., & Gu, R.Granger-Causality Mining in Atmospheric Visibility Based on Deep Learning. Lecture Notes in Electrical Engineering. (pp. 261 - 269). 1876-1100.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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1
Liu, B., Zhang, J., Li, J., Qu, G., Li, Y., & Lang, J.Semi-automated Construction of Air Pollution Domain Ontology. Lecture Notes in Electrical Engineering. (pp. 79 - 86). 1876-1100.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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Liu, B., Li, X., Wang, H., Zhao, S., Li, J., Qu, G., . . . Wang, F.Retyping of triple-negative breast cancer based on clustering method. Expert Systems. 40
(2)0266-4720.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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1
Wang, M., Liu, B., Li, J., Li, Y., Chen, H., Zhou, Z., . . . Zhang, W.A Location-Based Approach for Web Service QoS Prediction via Multivariate Time Series Forecast. Proceedings of the IEEE International Conference on Software Engineering and Service Sciences, ICSESS. (pp. 36 - 39). 2327-0586.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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4
Liu, B., Yan, S., Li, J., Qu, G., Li, Y., Lang, J., . . . Gu, R.An Attention-Based Air Quality Forecasting Method. Proceedings - 17th IEEE International Conference on Machine Learning and Applications, ICMLA 2018. (pp. 728 - 733).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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11
Liu, B., Li, X., Li, J., Li, Y., Lang, J., Gu, R., . . . Wang, F.Comparison of Machine Learning Classifiers for Breast Cancer Diagnosis Based on Feature Selection. Proceedings - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018. (pp. 4399 - 4404).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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11
Li, J., Xu, X., Guan, Y., Imran, A., Liu, B., Zhang, L., . . . Xie, L.Automatic Cataract Diagnosis by Image-Based Interpretability. Proceedings - 2018 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2018. (pp. 3964 - 3969).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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38
Han, Z., Qu, G., Liu, B., Liu, A., Cai, W., & Burkard, D.Genetic algorithm based parallelization planning for legacy real-time embedded programs. Proceedings - 2018 1st IEEE International Conference on Artificial Intelligence for Industries, AI4I 2018. (pp. 96 - 99).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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1
Yue, X., Qu, G., Liu, B., & Liu, A.Detection sound source direction in 3D space using convolutional neural networks. Proceedings - 2018 1st IEEE International Conference on Artificial Intelligence for Industries, AI4I 2018. (pp. 81 - 84).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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4
Liu, B., Shi, C., Li, J., Li, Y., Lang, J., & Gu, R.Comparison of Different Machine Learning Methods to Forecast Air Quality Index. Lecture Notes in Electrical Engineering. (pp. 235 - 245). 1876-1100.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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4
Liu, B., Huang, M., Yao, K., Wei, L., Fei, X., & Qing, W.Prediction and study of the applicability of medical gels to patients. Proceedings - International Computer Software and Applications Conference. (pp. 423 - 428). 0730-3157.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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Han, Z., Qu, G., Liu, B., & Zhang, F.A temporal dependency aware approach for scheduling real-time tasks on multi-core platforms. Proceedings - 21st IEEE International Conference on High Performance Computing and Communications, 17th IEEE International Conference on Smart City and 5th IEEE International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2019. (pp. 2027 - 2032).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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1
Han, Z., Qu, G., Liu, B., & Zhang, F.Parallelization planning for legacy programs: A multi-objective genetic algorithm approach. Proceedings - 21st IEEE International Conference on High Performance Computing and Communications, 17th IEEE International Conference on Smart City and 5th IEEE International Conference on Data Science and Systems, HPCC/SmartCity/DSS 2019. (pp. 2156 - 2161).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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Liu, B., Jing, H., Li, J., Li, Y., Qu, G., & Gu, R.Image segmentation of salt deposits using deep convolutional neural network. Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics. (pp. 3304 - 3309). 1062-922X.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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5
Akhtar, F., Li, J., Pei, Y., Liu, B., Azeem, M., Wang, Q., . . . Yang, JJ.Diagnosis of Large for Gestational Age Fetus with an Expert-Driven Feature Selection Scheme. 2019 IEEE Symposium Series on Computational Intelligence, SSCI 2019. (pp. 3152 - 3157).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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3
Han, Z., Qu, G., Liu, B., & Zhang, F.Task decomposition and parallelization planning for automotive power-train applications. Proceedings - 2019 IEEE Intl Conf on Parallel and Distributed Processing with Applications, Big Data and Cloud Computing, Sustainable Computing and Communications, Social Computing and Networking, ISPA/BDCloud/SustainCom/SocialCom 2019. (pp. 398 - 404).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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1
Liu, B., Zhang, M., Guo, T., & Cheng, Y.Classification of gastric slices based on deep learning and sparse representation. Proceedings of the 30th Chinese Control and Decision Conference, CCDC 2018. (pp. 1825 - 1829).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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7
En, M., Li, R., Li, J., & Liu, B.Feature Pyramid Based Scene Text Detector. Proceedings of the International Conference on Document Analysis and Recognition, ICDAR. (pp. 3 - 8). 1520-5363.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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4
Liu, B., Yao, K., Huang, M., Zhang, J., Li, Y., & Li, R.Gastric Pathology Image Recognition Based on Deep Residual Networks. Proceedings - International Computer Software and Applications Conference. (pp. 408 - 412). 0730-3157.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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23
Liu, B., Shen, L., You, H., Dong, Y., Li, J., Li, Y., . . . Gu, R.Forecasting road surface temperature in Beijing based on machine learning algorithms. ACM International Conference Proceeding Series.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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Liu, B., Yan, S., Li, J., & Li, Y.Forecasting PM2.5 concentration using Spatio-Temporal Extreme Learning Machine. Proceedings - 2016 15th IEEE International Conference on Machine Learning and Applications, ICMLA 2016. (pp. 950 - 953).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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21
Zhang, L., Li, J., Zhang, I., Han, H., Liu, B., Yang, J., . . . Wang, Q.Automatic cataract detection and grading using Deep Convolutional Neural Network. Proceedings of the 2017 IEEE 14th International Conference on Networking, Sensing and Control, ICNSC 2017. (pp. 60 - 65).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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108
Liu, B., Yao, K., Wei, L., Fei, X., & Wangqing, .The Investigation on Effectiveness Evaluation Methods for One Medical Material Used for Surgery Patients Based on Electronic Medical Records Data. Proceedings - International Computer Software and Applications Conference. (pp. 253 - 258). 0730-3157.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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Liu, B., Liu, Y., Li, J., Lang, J., & Gu, R.Multi-dimensional motif discovery in air pollution data. 2017 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2017. (pp. 531 - 536).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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3
Liu, B., Yan, S., You, H., Dong, Y., Li, J., Li, Y., . . . Gu, R.An ensembled RBF extreme learning machine to forecast road surface temperature. Proceedings - 16th IEEE International Conference on Machine Learning and Applications, ICMLA 2017. (pp. 977 - 980).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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7
Sun, J., Liu, L., Li, J., Yang, JJ., Chen, S., Wang, Q., . . . Bi, J.A data-driven approach to predict Small-for-Gestational-Age infants. ICNSC 2016 - 13th IEEE International Conference on Networking, Sensing and Control.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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2
Liu, B., Li, J., Yang, J., Bi, J., Li, R., & Li, Y.Pattern Recognition for Large-Scale and Incremental Time Series in Healthcare. Proceedings - International Computer Software and Applications Conference. (pp. 653 - 658). 0730-3157.
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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1
Tian, M., Li, J., Yang, JJ., Liu, B., Meng, X., Li, R., . . . Bi, J.Exploiting collaborative learning for concept extraction in the medical field. ACM International Conference Proceeding Series. (pp. 1 - 5).
[Conference]Authored by: Liu, B.
[Conference]Authored by: Liu, B.
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Teaching and Supervision
Summary of Doctoral Supervision
Position | Current | Completed |
---|---|---|
Co-supervisor | 1 | 0 |
Current Doctoral Supervision
Co-supervisor of:
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Tunga Chagnaadorj
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Doctor of Philosophy
Videoprint and Blockchain based Authentication in Online Examination System