Items where Author is "Gu, Xiaowei"

Journal Article

Gu, Xiaowei and Ni, Qiang and Shen, Qiang (2024) Multilayer Evolving Fuzzy Neural Networks with Self-Adaptive Dimensionality Compression for High-Dimensional Data Classification. IEEE Transactions on Fuzzy Systems. ISSN 1063-6706

Gu, Xiaowei and Angelov, Plamen P and Shen, Qiang (2024) Semi-Supervised Fuzzily Weighted Adaptive Boosting for Classification. IEEE Transactions on Fuzzy Systems, 32 (4). 2318 - 2330. ISSN 1063-6706

Gu, Xiaowei and Li, Miqing and Shen, Liang and Tang, Guolin and Ni, Qiang and Peng, Taoxin and Shen, Qiang (2023) Multiobjective Evolutionary Optimization for Prototype-Based Fuzzy Classifiers. IEEE Transactions on Fuzzy Systems, 31 (5). pp. 1703-1715. ISSN 1063-6706

Wu, Zijing and Zhang, Ce and Gu, Xiaowei and Duporge, Isla and Hughey, Lacey and Stabach, Jared and Skidmore, Andrew and Hopcraft, Grant and Lee, Stephen and Atkinson, Peter and McCauley, Douglas and Lamprey, Richard and Ngene, Shadrack and Wang, Tiejun (2023) Deep learning enables satellite-based monitoring of large populations of terrestrial mammals across heterogeneous landscape. Nature Communications, 14 (1): 3072. pp. 1-15. ISSN 2041-1723

Gu, Xiaowei and Angelov, Plamen and Han, Jungong and Shen, Qiang (2023) Multilayer Evolving Fuzzy Neural Networks. IEEE Transactions on Fuzzy Systems. pp. 1-12. ISSN 1063-6706

Gu, Xiaowei and Angelov, Plamen and Shen, Qiang (2022) Self-Organizing Fuzzy Belief Inference System for Classification. IEEE Transactions on Fuzzy Systems, 30 (12). pp. 5473-5483. ISSN 1063-6706

Gu, Xiaowei and Angelov, Plamen (2022) Multi-Class Fuzzily Weighted Adaptive Boosting-based Self-Organizing Fuzzy Inference Ensemble Systems for Classification. IEEE Transactions on Fuzzy Systems, 30 (9). pp. 3722-3735. ISSN 1063-6706

Gu, Xiaowei and Angelov, Plamen P. (2022) Multiclass Fuzzily Weighted Adaptive-Boosting-Based Self-Organizing Fuzzy Inference Ensemble Systems for Classification. IEEE Transactions on Fuzzy Systems, 30 (9). pp. 3722-3735. ISSN 1063-6706

Gu, Xiaowei and Angelov, Plamen and Zhang, Ce and Atkinson, Peter (2022) A Semi-Supervised Deep Rule-Based Approach for Complex Satellite Sensor Image Analysis. IEEE Transactions on Pattern Analysis and Machine Intelligence, 44 (5). pp. 2281-2292. ISSN 0162-8828

Gu, Xiaowei and Zhang, Ce and Shen, Qiang and Han, Jungong and Angelov, Plamen and Atkinson, Peter (2022) A Self-Training Hierarchical Prototype-based Ensemble Framework for Remote Sensing Scene Classification. Information Fusion, 80. pp. 179-204. ISSN 1566-2535

Gu, Xiaowei and Shen, Qiang and Angelov, Plamen (2021) Particle Swarm Optimized Autonomous Learning Fuzzy System. IEEE Transactions on Cybernetics, 51 (11). pp. 5352-5363. ISSN 2168-2267

Gu, Xiaowei (2021) Multi-Layer Ensemble Evolving Fuzzy Inference System. IEEE Transactions on Fuzzy Systems, 29 (8). pp. 2425-2431. ISSN 1063-6706

Wang, Chisheng and Wang, Shuying and Cui, Hongxing and Šebela, Monja and Zhang, Ce and Gu, Xiaowei and Fang, Xu and Hu, Zhongwen and Tang, Qiandi and Wang, Yongquan (2021) Framework to create cloud-free remote sensing data using passenger aircraft as the platform. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. ISSN 1939-1404

Zhang, Xinzheng and Su, Hang and Zhang, Ce and Gu, Xiaowei and Tan, Xiaoheng and Atkinson, Peter (2021) Robust unsupervised small area change detection from SAR imagery using deep learning. ISPRS Journal of Photogrammetry and Remote Sensing, 173. pp. 79-94. ISSN 0924-2716

Bux, Allah and Gu, Xiaowei and Angelov, Plamen and Habib, Zulfiqar (2020) Human action recognition using deep rule-based classifier. Multimedia Tools and Applications, 79 (41-42). pp. 30653-30667. ISSN 1380-7501

Gu, Xiaowei (2020) A Self-Training Hierarchical Prototype-Based Approach for Semi-Supervised Classification. Information Sciences, 535. pp. 204-224. ISSN 0020-0255

Almeida Soares, Eduardo and Angelov, Plamen Parvanov and Gu, Xiaowei (2020) Autonomous Learning Multiple-Model Zero-Order Classifier for Heart Sound Classification. Applied Soft Computing, 94: 106449. ISSN 1568-4946

Gu, Xiaowei and Angelov, Plamen and Almeida Soares, Eduardo (2020) A Self-Adaptive Synthetic Over-Sampling Technique for Imbalanced Classification. International Journal of Intelligent Systems, 35 (6). pp. 923-943. ISSN 0884-8173

Gu, Xiaowei and Angelov, Plamen (2020) Highly interpretable hierarchical deep rule-based classifier. Applied Soft Computing, 92. ISSN 1568-4946

Gu, Xiaowei and Ding, Weiping (2019) A Hierarchical Prototype-Based Approach for Classification. Information Sciences, 505. pp. 325-351. ISSN 0020-0255

Gu, Xiaowei and Angelov, Plamen Parvanov and Rong, Haijun (2019) Local Optimality of Self-Organising Neuro-Fuzzy Inference Systems. Information Sciences, 503. pp. 351-380. ISSN 0020-0255

Gu, Xiaowei and Angelov, Plamen P and Soares, Eduardo Almeida (2019) A Self-Adaptive Synthetic Over-Sampling Technique for Imbalanced Classification. arXiv.

Gu, Xiaowei and Angelov, Plamen Parvanov and Zhao, Zhijin (2019) A Distance-Type-Insensitive Clustering Approach. Applied Soft Computing, 77. pp. 622-634. ISSN 1568-4946

Gu, Xiaowei and Angelov, Plamen Parvanov (2019) Self-boosting first-order autonomous learning neuro-fuzzy systems. Applied Soft Computing, 77. pp. 118-134. ISSN 1568-4946

Angelov, Plamen Parvanov and Gu, Xiaowei (2018) Deep rule-based classifier with human-level performance and characteristics. Information Sciences, 463-46. pp. 196-213. ISSN 0020-0255

Angelov, Plamen Parvanov and Gu, Xiaowei and Principe, Jose (2018) A Generalized Methodology for Data Analysis. IEEE Transactions on Cybernetics, 48 (10). pp. 2981-2993. ISSN 2168-2267

Rong, Haijun and Angelov, Plamen Parvanov and Gu, Xiaowei and Bai, Jianming (2018) Stability of Evolving Fuzzy Systems based on Data Clouds. IEEE Transactions on Fuzzy Systems, 26 (5). pp. 2774-2784. ISSN 1063-6706

Gu, Xiaowei and Angelov, Plamen Parvanov and Principe, Jose (2018) A Method for Autonomous Data Partitioning. Information Sciences, 460-46. pp. 65-82. ISSN 0020-0255

Angelov, Plamen Parvanov and Gu, Xiaowei (2018) Towards Anthropomorphic Machine Learning. IEEE Computer, 51 (9). pp. 18-27. ISSN 0018-9162

Angelov, Plamen Parvanov and Gu, Xiaowei and Principe, Jose (2018) Autonomous learning multi-model systems from data streams. IEEE Transactions on Fuzzy Systems, 26 (4). pp. 2213-2224. ISSN 1063-6706

Gu, Xiaowei and Angelov, Plamen Parvanov (2018) Semi-supervised deep rule-based approach for image classification. Applied Soft Computing, 68. pp. 53-68. ISSN 1568-4946

Gu, Xiaowei and Angelov, Plamen Parvanov (2018) Self-Organising Fuzzy Logic Classifier. Information Sciences, 447. pp. 36-51. ISSN 0020-0255

Gu, Xiaowei and Angelov, Plamen Parvanov and Zhang, Ce and Atkinson, Peter Michael (2018) A Massively Parallel Deep Rule-Based Ensemble Classifier for Remote Sensing Scenes. IEEE Geoscience and Remote Sensing Letters, 15 (3). pp. 345-349. ISSN 1545-598X

Angelov, Plamen Parvanov and Gu, Xiaowei (2018) Empirical Fuzzy Sets. International Journal of Intelligent Systems, 33 (2). pp. 362-395. ISSN 0884-8173

Gu, Xiaowei and Angelov, Plamen Parvanov and Kangin, Dmitry and Principe, Jose (2018) Self-organised direction aware data partitioning algorithm. Information Sciences, 423. pp. 80-95. ISSN 0020-0255

Angelov, Plamen Parvanov and Gu, Xiaowei and Kangin, Dmitry (2017) Empirical data analytics. International Journal of Intelligent Systems, 32 (12). pp. 1261-1284. ISSN 0884-8173

Gu, Xiaowei and Angelov, Plamen Parvanov and Kangin, Dmitry and Principe, Jose (2017) A new type of distance metric and its use for clustering. Evolving Systems, 8 (3). pp. 167-177. ISSN 1868-6478

Angelov, Plamen Parvanov and Gu, Xiaowei and Iglesias, Jose and Ledezma, Agapito and Sanchis, Araceli and Sipele, Oscar and Ramezani, Ramin (2017) Cybernetics of the mind : learning individual's perceptions autonomously. IEEE Systems, Man, and Cybernetics Magazine, 3 (2). pp. 6-17.

Contribution in Book/Report/Proceedings

Gu, Xiaowei and Angelov, Plamen P. (2022) A multistream deep rule-based ensemble system for aerial image scene classification. In: Deep Learning, Intelligent Control and Evolutionary Computation :. World Scientific Publishing Co., pp. 661-695. ISBN 9789811245145

Gu, Xiaowei and Khan, Muhammad and Angelov, Plamen and Tiwary, Bikash and Shafipour Yourdshahi, Elnaz and Yang, Zhaoxu (2020) A Novel Self-Organizing PID Approach for Controlling Mobile Robot Locomotion. In: 2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) :. IEEE, pp. 1-10. ISBN 9781728169330

Gu, Xiaowei and Angelov, Plamen Parvanov (2019) Deep Rule-Based Aerial Scene Classifier using High-Level Ensemble Feature Descriptor. In: 2019 International Joint Conference on Neural Networks (IJCNN) :. IEEE. ISBN 9781728119861

Gu, Xiaowei and Angelov, Plamen Parvanov (2019) A Semi-Supervised Deep Rule-Based Approach for Remote Sensing Scene Classication. In: The 2019 INNS Big Data and Deep Learning (INNSBDDL 2019) conference :. Springer, pp. 257-266. ISBN 9783030168407

Angelov, Plamen P. and Gu, Xiaowei (2019) Preface. In: Empirical Approach to Machine Learning :. Studies in Computational Intelligence . Springer, Cham, xv-xviii. ISBN 9783030023836

Yong, Yoke Leng and Lee, Yunli and Gu, Xiaowei and Angelov, Plamen Parvanov and Ling Ngo, David Chek and Shafipour Yourdshahi, Elnaz (2018) Foreign Currency Exchange Rate Prediction using Neuro-Fuzzy Systems. In: Procedia Computer Science :. Procedia Computer Science, 144 . Elsevier, pp. 232-238.

Gu, Xiaowei and Angelov, Plamen Parvanov (2018) A Deep Rule-based Approach for Satellite Scene Image Analysis. In: 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC) :. 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC) . IEEE, JPN, pp. 2778-2783. ISBN 9781538666517

Angelov, Plamen Parvanov and Gu, Xiaowei (2017) A cascade of deep learning fuzzy rule-based image classifier and SVM. In: Systems, Man, and Cybernetics (SMC), 2017 IEEE International Conference on : Human Intelligence for Systems and Cybernetics. IEEE, pp. 746-751. ISBN 9781538616468

Angelov, Plamen Parvanov and Gu, Xiaowei (2017) MICE : Multi-layer multi-model images classifier ensemble. In: The 3rd IEEE International Conference on Cybernetics :. IEEE, pp. 436-443. ISBN 9781538622018

Angelov, Plamen Parvanov and Gu, Xiaowei (2017) Autonomous Learning Multi-Model Classifier of 0-Order (ALMMo-0). In: IEEE Conference on Evolving and Adaptive Intelligent Systems 2017 :. UNSPECIFIED, pp. 1-7.

Gu, Xiaowei and Angelov, Plamen Parvanov (2017) Autonomous anomaly detection. In: IEEE Conference on Evolving and Adaptive Intelligent Systems :. UNSPECIFIED, pp. 1-8.

Angelov, Plamen Parvanov and Gu, Xiaowei (2016) Local modes-based free-shape data partitioning. In: 2016 IEEE Symposium Series on Computational Intelligence (SSCI) :. IEEE, GRC. ISBN 9781509042418

Gu, Xiaowei and Angelov, Plamen Parvanov and Gutierrez, German and Iglesias, Jose Antonio and Sanchi, Araceli (2016) Parallel computing TEDA for high frequency streaming data clustering. In: Advances in Big Data : Proceedings of the 2nd INNS Conference on Big Data, October 23-25, 2016, Thessaloniki, Greece. Springer, GRC, pp. 238-253. ISBN 9783319478975

Gu, Xiaowei and Angelov, Plamen Parvanov (2016) Autonomous data-driven clustering for live data stream. In: 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC 2016) :. IEEE, pp. 1128-1135. ISBN 9781509018987

Angelov, Plamen Parvanov and Gu, Xiaowei and Principe, Jose and Kangin, Dmitry (2016) Empirical data analysis : a new tool for data analytics. In: 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC) :. IEEE, HUN, pp. 52-59. ISBN 9781509018987

Mohd Ali, Azliza and Angelov, Plamen Parvanov and Gu, Xiaowei (2016) Detecting anomalous behaviour using heterogeneous data. In: Advances in Computational Intelligence Systems : Contributions Presented at the 16th UK Workshop on Computational Intelligence, September 7–9, 2016, Lancaster, UK. Advances in Intelligent Systems and Computing . Springer, pp. 253-276. ISBN 9783319465616

Gu, Xiaowei and Angelov, Plamen Parvanov and Mohd Ali, Azliza and Gruver, William A. and Gaydadjiev, Georgi (2016) Online evolving fuzzy rule-based prediction model for high frequency trading financial data stream. In: Evolving and Adaptive Intelligent Systems (EAIS), 2016 IEEE Conference on :. IEEE, BRA, pp. 169-175. ISBN 9781509025831

Contribution to Conference

Williams, Bryan and Gu, Xiaowei and Black, S. (2020) H-Unique - In search of uniqueness - harnessing anatomical hand variation. In: European Association for Biometrics Research Projects Conference 2020, 2020-09-14 - 2020-09-16, Darmstadt.

Gu, Xiaowei and Williams, Bryan and Black, S. (2020) A deep convolutional neural network-based approach for superficial dorsal hand vein pattern matching. In: European Association for Biometrics Research Projects Conference 2020, 2020-09-14 - 2020-09-16, Darmstadt.

Gu, Xiaowei and Angelov, Plamen and Khan, Muhammad (2019) An Odometer-Free Approach for Unmanned Ground-Based Vehicle Simultaneous Localization and Mapping. In: Workshops -2019 IEEE Nuclear Science Symposium and Medical Imaging Conference, 2019-10-26 - 2019-11-02.

Angelov, Plamen Parvanov and Gu, Xiaowei and Principe, Jose (2017) Fast feedforward non-parametric deep learning network with automatic feature extraction. In: International Joint Conference on Neural Networks (IJCNN), 2017-05-14 - 2017-05-19.

Angelov, Plamen Parvanov and Gu, Xiaowei and Gutierrez, German and Iglesias, Jose Antonio and Sanchis, Araceli (2016) Autonomous data density based clustering method. In: The bi-annual IEEE World Congress on Computational Intelligence (IEEE WCCI), 2016-07-24.

Book/Report/Proceedings

Angelov, Plamen Parvanov and Gu, Xiaowei (2019) Empirical Approach to Machine Learning. Studies in Computational Intelligence . Springer, Cham. ISBN 9783030023836

Thesis

Gu, Xiaowei and Angelov, Plamen (2018) Self-organising transparent learning system. PhD thesis, Lancaster University.