Research output

Research output per year 2003 2012 2014 2022 2023 2024 2025 2025

• 27 Conference contribution
• 13 Article
• 1 Review article

Research output per year

Research output per year

Search results

• 2025

  A Highly Nonlinear Survival Network for Hospital Readmission Prediction of Cardiac Patients

  Zhai, Y., Li, Y., He, L. & Luo, W., 2025, Proceedings of the 10th International Conference on Internet of Things, Big Data and Security, IoTBDS 2025. Emrouznejad, A., Hung, P. & Jacobsson, A. (eds.). Science and Technology Publications, Lda, p. 183-190 8 p. (International Conference on Internet of Things, Big Data and Security, IoTBDS - Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Deep Learning Method 100%
  • Learning System 66%
  • Neural Network 33%
  • Deep Maxout Network 33%
  • discrete-time 33%

• DuEU-Net: Dual Encoder UNet with Modality-Agnostic Training for PET-CT Multi-modal Organ and Lesion Segmentation

  Song, J., Yang, X., Liang, X., Huang, J., Ma, J., Sun, Y., Luo, W., Mok, S. P., Wang, Y. & Tan, T., 2025, Artificial Intelligence and Imaging for Diagnostic and Treatment Challenges in Breast Care - 1st Deep Breast Workshop, Deep-Breath 2024, Held in Conjunction with MICCAI 2024, Proceedings. Mann, R. M., Zhang, T., Han, L., Litjens, G., Tan, T., Truhn, D., Li, S., Gao, Y., Doyle, S., Martí Marly, R., Kather, J. N., Pinker-Domenig, K. & Wu, S. (eds.). Springer Science and Business Media Deutschland GmbH, p. 23-31 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15451 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Image Analysis 100%
  • Segmentation Model 100%
  • Automatic Segmentation 100%
  • Generalization Ability 100%
  • Training Process 100%

• PatSimBoosting: Enhancing Patient Representations for Disease Prediction Through Similarity Analysis

  Yan, Y., Yu, Z. & Luo, W., 2025, Proceedings of the 10th International Conference on Internet of Things, Big Data and Security, IoTBDS 2025. Emrouznejad, A., Hung, P. & Jacobsson, A. (eds.). Science and Technology Publications, Lda, p. 48-55 8 p. (International Conference on Internet of Things, Big Data and Security, IoTBDS - Proceedings).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Representation Learning 100%
  • Electronic Health Record 100%
  • Experimental Result 20%
  • Deep Learning Method 20%
  • Dynamic Time Warping 20%

• Spectral Attention Feature Selection for Patient Mortality Prediction

  Yan, Y., Yu, Z. & Luo, W., 2025, 2025 IEEE 17th International Conference on Computer Research and Development, ICCRD 2025. Institute of Electrical and Electronics Engineers Inc., p. 144-148 5 p. (2025 IEEE 17th International Conference on Computer Research and Development, ICCRD 2025).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Representation Learning 100%
  • Feature Selection 100%
  • Feature Extraction 100%
  • Attention (Machine Learning) 50%
  • Data Source 50%
• 2024

  Label Distribution Representation Learning in Document-Level Sentiment Analysis

  Zhu, W., Yu, Z., Chio, K. & Luo, W., 2024, 2024 IEEE 9th International Conference on Computational Intelligence and Applications, ICCIA 2024. Institute of Electrical and Electronics Engineers Inc., p. 79-83 5 p. (2024 IEEE 9th International Conference on Computational Intelligence and Applications, ICCIA 2024).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Representation Learning 100%
  • Label Distribution 100%
  • Level Sentiment Analysis 100%
  • Opinion Mining 100%
  • Experimental Result 25%

• SparseGraphSage: A Graph Neural Network Approach for Corporate Credit Rating

  Shi, S., Luo, W., Tse, R. & Pau, G., 1 Feb 2024, ICSCA 2024 - 2024 13th International Conference on Software and Computer Applications. Association for Computing Machinery, p. 124-129 6 p. (ACM International Conference Proceeding Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Graph Neural Network 100%
  • Neural Network Approach 100%
  • Open Source 25%
  • Research Problem 25%
  • Machine Learning Approach 25%
• 2023

  FGRL-Net: Fine-Grained Personalized Patient Representation Learning for Clinical Risk Prediction Based on EHRs

  Chio, K. K., Zhu, W., He, L., Zhang, D., Yang, X. & Luo, W., 2023, 2023 IEEE International Conference on Systems, Man, and Cybernetics: Improving the Quality of Life, SMC 2023 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3329-3336 8 p. (Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Representation Learning 100%
  • Pattern Recognition 50%
  • Source Codes 25%
  • Data Record 25%
  • Data Preprocessing 25%

• MPRE: Multi-perspective Patient Representation Extractor for Disease Prediction

  Yu, Z., Wang, J., Luo, W., Tse, R. & Pau, G., 2023, Proceedings - 23rd IEEE International Conference on Data Mining, ICDM 2023. Chen, G., Khan, L., Gao, X., Qiu, M., Pedrycz, W. & Wu, X. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 758-767 10 p. (Proceedings - IEEE International Conference on Data Mining, ICDM).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • Baseline Method 100%
  • Representation Learning 50%
  • Attention (Machine Learning) 50%
  • Deep Learning Model 50%
  • Performance Model 50%
  5 Citations (Scopus)

• On the Correlations between Performance of Deep Networks and Its Robustness to Common Image Perturbations in Medical Image Interpretation

  Chong, C. F., Fang, X., Yang, X., Luo, W. & WANG, Y., 2023, 2023 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2023. Institute of Electrical and Electronics Engineers Inc., p. 426-433 8 p. (2023 International Conference on Digital Image Computing: Techniques and Applications, DICTA 2023).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Training Data 100%
  • Performance Model 100%
  • Robust Design 100%
  • Deep Learning Method 100%
  • Image Interpretation 100%

• OOCL-DDQN: Online Evaluation and Offline Training-Based Clipped Double DQN for Automated Anesthesia Control

  Li, H., Lin, W., Huo, J. & Luo, W., 2023, Proceedings - 2023 IEEE 29th International Conference on Parallel and Distributed Systems, ICPADS 2023. IEEE Computer Society, p. 1676-1683 8 p. (Proceedings of the International Conference on Parallel and Distributed Systems - ICPADS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Reinforcement Learning 100%
  • Offline Training 100%
  • State-of-the-Art Method 50%
  • Adaptability 50%
  • Data Preprocessing 50%
  1 Citation (Scopus)

• UCM: Personalized Document-Level Sentiment Analysis Based on User Correlation Mining

  Qiu, J., Yu, Z. & Luo, W., 2023, Advanced Intelligent Computing Technology and Applications - 19th International Conference, ICIC 2023, Proceedings. Huang, D.-S., Premaratne, P., Jin, B., Qu, B., Jo, K.-H. & Hussain, A. (eds.). Springer Science and Business Media Deutschland GmbH, p. 456-471 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14089 LNAI).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Level Sentiment Analysis 100%
  • Opinion Mining 100%
  • Neural Network 50%
  • Bidirectional Encoder Representations From Transformers 50%
  • Spectral Clustering 50%
  2 Citations (Scopus)
• 2022

  3D-ConvLSTMNet: A Deep Spatio-Temporal Model for Traffic Flow Prediction

  He, L. & Luo, W., 2022, Proceedings - 2022 23rd IEEE International Conference on Mobile Data Management, MDM 2022. Institute of Electrical and Electronics Engineers Inc., p. 147-152 6 p. (Proceedings - IEEE International Conference on Mobile Data Management; vol. 2022-June).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Lstm 100%
  6 Citations (Scopus)

• Attention-LGBM-BiLSTM: An Attention-Based Ensemble Method for Knowledge Tracing

  Shi, S., Luo, W., Tse, R. & Pau, G., 2022, Proceedings - 2022 IEEE International Conference on Teaching, Assessment and Learning for Engineering, TALE 2022. Institute of Electrical and Electronics Engineers Inc., p. 306-309 4 p. (Proceedings - 2022 IEEE International Conference on Teaching, Assessment and Learning for Engineering, TALE 2022).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Ensemble Method 100%
  • Bidirectional Long Short-Term Memory Network 100%
  • Gradient Boosting 100%
  • Short-Term Memory 100%
  • Short Term Memory 100%
• 2021

  Deep Learning for COVID-19 Prediction based on Blood Test

  Yu, Z., He, L., Luo, W., Tse, R. & Pau, G., 2021, IoTBDS 2021 - Proceedings of the 6th International Conference on Internet of Things, Big Data and Security. Wills, G., Kacsuk, P. & Chang, V. (eds.). Science and Technology Publications, Lda, p. 103-111 9 p. (International Conference on Internet of Things, Big Data and Security, IoTBDS - Proceedings; vol. 2021-April).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Convolutional Neural Network 100%
  • Deep Learning Method 100%
  • Learning Model 100%
  • Learning System 33%
  • Long Short-Term Memory Network 14%
  2 Citations (Scopus)
• 2016

  A comparison of road-network-constrained trajectory compression methods

  Ji, Y., Liu, H., Liu, X., Ding, Y. & Luo, W., 2 Jul 2016, Proceedings - 22nd IEEE International Conference on Parallel and Distributed Systems, ICPADS 2016. Liao, X., Lovas, R., Shen, X. & Zheng, R. (eds.). IEEE Computer Society, p. 256-263 8 p. 7823757. (Proceedings of the International Conference on Parallel and Distributed Systems - ICPADS; vol. 0).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Trajectory Data 100%
  • Scalability 100%
  12 Citations (Scopus)

• Clockwise compression for trajectory data under road network constraints

  Ji, Y., Zang, Y., Luo, W., Zhou, X., Ding, Y. & Ni, L. M., 2016, Proceedings - 2016 IEEE International Conference on Big Data, Big Data 2016. Ak, R., Karypis, G., Xia, Y., Hu, X. T., Yu, P. S., Joshi, J., Ungar, L., Liu, L., Sato, A.-H., Suzumura, T., Rachuri, S., Govindaraju, R. & Xu, W. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 472-481 10 p. 7840638. (Proceedings - 2016 IEEE International Conference on Big Data, Big Data 2016).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Network Constraint 100%
  • Temporal Compression 100%
  • Trajectory Data 100%
  • Compression Algorithm 100%
  • Data Compression 33%
  12 Citations (Scopus)
• 2014

  Exploring the use of diverse replicas for big location tracking data

  Ding, Y., Tan, H., Luo, W. & Ni, L. M., 29 Aug 2014, Proceedings - International Conference on Distributed Computing Systems. Institute of Electrical and Electronics Engineers Inc., p. 83-92 10 p. 6888885. (Proceedings - International Conference on Distributed Computing Systems).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Tracking Data 100%
  • Diverse Replica 100%
  • Tracking (Position) 100%
  • Storage System 40%
  • Information Storage 20%
  4 Citations (Scopus)

• Inferring road type in crowdsourced map services

  Ding, Y., Zheng, J., Tan, H., Luo, W. & Ni, L. M., 2014, Database Systems for Advanced Applications - 19th International Conference, DASFAA 2014, Proceedings. PART 2 ed. Springer Verlag, p. 392-406 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8422 LNCS, no. PART 2).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Systems Planning 100%
  • Secondary Road 100%
  • Digital Service 100%
  • Travel Planning 100%
  • Inference Method 100%
  15 Citations (Scopus)

• MRTune: A simulator for performance tuning of MapReduce jobs with skewed data

  Zhou, X., Luo, W. & Tan, H., 2014, 2014 20th IEEE International Conference on Parallel and Distributed Systems, ICPADS 2014 - Proceedings. IEEE Computer Society, p. 352-359 8 p. 7097828. (Proceedings of the International Conference on Parallel and Distributed Systems - ICPADS; vol. 2015-April).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Map-Reduce 100%
  • Performance Tuning 100%
  • Configuration Parameter 33%
  • Key Distribution 33%
  • Programming Model 22%
  2 Citations (Scopus)
• 2013

  Finding time period-based most frequent path in big trajectory data

  Luo, W., Tan, H., Chen, L. & Ni, L. M., 2013, SIGMOD 2013 - International Conference on Management of Data. p. 713-724 12 p. (Proceedings of the ACM SIGMOD International Conference on Management of Data).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Trajectory Data 100%
  • Speed-up 25%
  • Searching Algorithm 25%
  • Longest Path 25%
  • Mobile Device 25%
  196 Citations (Scopus)
• 2012

  CloST: A hadoop-based storage system for big spatio-temporal data analytics

  Tan, H., Luo, W. & Ni, L. M., 2012, CIKM 2012 - Proceedings of the 21st ACM International Conference on Information and Knowledge Management. p. 2139-2143 5 p. (ACM International Conference Proceeding Series).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Storage System 100%
  • Spatiotemporal Data 100%
  • Data Analytics 100%
  • Hadoop 100%
  • Data Model 66%
  55 Citations (Scopus)

• Efficient similarity joins on massive high-dimensional datasets using MapReduce

  Luo, W., Tan, H., Mao, H. & Ni, L. M., 2012, Proceedings - 2012 IEEE 13th International Conference on Mobile Data Management, MDM 2012. IEEE Computer Society, p. 1-10 10 p. 6341368. (Proceedings - 2012 IEEE 13th International Conference on Mobile Data Management, MDM 2012).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Approximation (Algorithm) 100%
  • Map-Reduce 100%
  • Computation Cost 50%
  • High Dimensionality 50%
  • Mapreduce Paradigm 50%
  26 Citations (Scopus)

• Exploration of ground truth from raw GPS data

  Mao, H., Luo, W., Tan, H., Ni, L. M. & Xiao, N., 2012, International Workshop on Urban Computing, UrbComp 2012 - Held in Conjunction with KDD 2012. p. 118-125 8 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  Open Access

  • GPS Data 100%
  • Global Positioning System 100%
  • Matching Algorithm 40%
  • Smart Transportation 40%
  • Trajectory Data 22%
  5 Citations (Scopus)

• On packing very large R-trees

  Tan, H., Luo, W., Mao, H. & Ni, L. M., 2012, Proceedings - 2012 IEEE 13th International Conference on Mobile Data Management, MDM 2012. p. 99-104 6 p. 6341379. (Proceedings - 2012 IEEE 13th International Conference on Mobile Data Management, MDM 2012).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Large Data Set 100%
  • Range Query 100%
  • Packing Algorithm 100%
  • Query Performance 100%
  • Map-Reduce 50%
  5 Citations (Scopus)
• 2011

  MR-DBSCAN: An efficient parallel density-based clustering algorithm using MapReduce

  He, Y., Tan, H., Luo, W., Mao, H., Ma, D., Feng, S. & Fan, J., 2011, Proceedings - 2011 17th IEEE International Conference on Parallel and Distributed Systems, ICPADS 2011. p. 473-480 8 p. 6121313. (Proceedings of the International Conference on Parallel and Distributed Systems - ICPADS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Map-Reduce 100%
  • Clustering Algorithm 100%
  • Data Mining Technique 50%
  • Mapreduce Paradigm 50%
  • Hadoop Platform 50%
  208 Citations (Scopus)
• 2010

  Data vitalization: A new paradigm for large-scale dataset analysis

  Xiong, Z., Luo, W., Chen, L. & Ni, L. M., 2010, Proceedings - 16th International Conference on Parallel and Distributed Systems, ICPADS 2010. p. 251-258 8 p. 5695610. (Proceedings of the International Conference on Parallel and Distributed Systems - ICPADS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • User Requirement 100%
  • Data Processing 100%
  • Information Storage 50%
  • Processing Data 50%
  • Query Processing 50%
  25 Citations (Scopus)
• 2008

  Multi-path GEM for routing in wireless sensor networks

  Ye, Q., Huang, Y., Reddin, A., Wang, L. & Luo, W., 2008, Wireless Algorithms, Systems, and Applications - Third International Conference, WASA 2008, Proceedings. Springer Verlag, p. 121-133 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5258 LNCS).

  Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Multipath 100%
  • Wireless Sensor Network 100%
  • Routing Protocol 33%
  • Routing Algorithm 33%
  • Disaster Relief 33%
  1 Citation (Scopus)