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Research

Dr Xiaowei Gu

Formerly at Lancaster University

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  1. 2023
  2. Published

    Multiobjective Evolutionary Optimization for Prototype-Based Fuzzy Classifiers

    Gu, X., Li, M., Shen, L., Tang, G., Ni, Q., Peng, T. & Shen, Q., 31/05/2023, In: IEEE Transactions on Fuzzy Systems. 31, 5, p. 1703-1715 13 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  3. E-pub ahead of print

    Multilayer Evolving Fuzzy Neural Networks

    Gu, X., Angelov, P., Han, J. & Shen, Q., 16/05/2023, (E-pub ahead of print) In: IEEE Transactions on Fuzzy Systems. p. 1-12 12 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  4. 2022
  5. Published

    Self-Organizing Fuzzy Belief Inference System for Classification

    Gu, X., Angelov, P. & Shen, Q., 31/12/2022, In: IEEE Transactions on Fuzzy Systems. 30, 12, p. 5473-5483 11 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  6. Published

    Multi-Class Fuzzily Weighted Adaptive Boosting-based Self-Organizing Fuzzy Inference Ensemble Systems for Classification

    Gu, X. & Angelov, P., 1/09/2022, In: IEEE Transactions on Fuzzy Systems. 30, 9, p. 3722-3735 14 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  7. Published

    Multiclass Fuzzily Weighted Adaptive-Boosting-Based Self-Organizing Fuzzy Inference Ensemble Systems for Classification

    Gu, X. & Angelov, P. P., 1/09/2022, In: IEEE Transactions on Fuzzy Systems. 30, 9, p. 3722-3735 14 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  8. Published

    A multistream deep rule-based ensemble system for aerial image scene classification

    Gu, X. & Angelov, P. P., 29/06/2022, Deep Learning, Intelligent Control and Evolutionary Computation. Angelov, P. (ed.). World Scientific Publishing Co., Vol. 2. p. 661-695 35 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter

  9. Published

    A Semi-Supervised Deep Rule-Based Approach for Complex Satellite Sensor Image Analysis

    Gu, X., Angelov, P., Zhang, C. & Atkinson, P., 31/05/2022, In: IEEE Transactions on Pattern Analysis and Machine Intelligence. 44, 5, p. 2281-2292 12 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  10. 2021
  11. Published

    Particle Swarm Optimized Autonomous Learning Fuzzy System

    Gu, X., Shen, Q. & Angelov, P., 30/11/2021, In: IEEE Transactions on Cybernetics. 51, 11, p. 5352-5363 12 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  12. Published

    Multi-Layer Ensemble Evolving Fuzzy Inference System

    Gu, X., 31/08/2021, In: IEEE Transactions on Fuzzy Systems. 29, 8, p. 2425-2431 7 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  13. Published

    Self-organizing fuzzy inference ensemble system for big streaming data classification

    Gu, X., Angelov, P. & Zhao, Z., 22/04/2021, In: Knowledge-Based Systems. 218, 13 p., 106870.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  14. 2020
  15. Published

    Human action recognition using deep rule-based classifier

    Bux, A., Gu, X., Angelov, P. & Habib, Z., 1/11/2020, In: Multimedia Tools and Applications. 79, 41-42, p. 30653-30667 15 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  16. Published

    A Self-Training Hierarchical Prototype-Based Approach for Semi-Supervised Classification

    Gu, X., 1/10/2020, In: Information Sciences. 535, p. 204-224 21 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  17. Published

    A deep convolutional neural network-based approach for superficial dorsal hand vein pattern matching

    Gu, X., Williams, B. & Black, S., 14/09/2020.

    Research output: Contribution to conference - Without ISBN/ISSN › Abstract › peer-review

  18. Published

    H-Unique - In search of uniqueness - harnessing anatomical hand variation

    Williams, B., Gu, X. & Black, S., 14/09/2020.

    Research output: Contribution to conference - Without ISBN/ISSN › Abstract › peer-review

  19. Published

    Autonomous Learning Multiple-Model Zero-Order Classifier for Heart Sound Classification

    Almeida Soares, E., Angelov, P. P. & Gu, X., 1/09/2020, In: Applied Soft Computing. 94, 9 p., 106449.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  20. Published

    A Novel Self-Organizing PID Approach for Controlling Mobile Robot Locomotion

    Gu, X., Khan, M., Angelov, P., Tiwary, B., Shafipour Yourdshahi, E. & Yang, Z., 26/08/2020, 2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE). IEEE, p. 1-10 10 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  21. Published

    A Self-Adaptive Synthetic Over-Sampling Technique for Imbalanced Classification

    Gu, X., Angelov, P. & Almeida Soares, E., 1/06/2020, In: International Journal of Intelligent Systems. 35, 6, p. 923-943 21 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  22. E-pub ahead of print

    Highly interpretable hierarchical deep rule-based classifier

    Gu, X. & Angelov, P., 20/04/2020, (E-pub ahead of print) In: Applied Soft Computing. 92

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  23. 2019
  24. Published

    A Hierarchical Prototype-Based Approach for Classification

    Gu, X. & Ding, W., 1/12/2019, In: Information Sciences. 505, p. 325-351 27 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  25. Published

    Local Optimality of Self-Organising Neuro-Fuzzy Inference Systems

    Gu, X., Angelov, P. P. & Rong, H., 30/11/2019, In: Information Sciences. 503, p. 351-380 30 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  26. Published

    A Self-Adaptive Synthetic Over-Sampling Technique for Imbalanced Classification

    Gu, X., Angelov, P. P. & Soares, E. A., 25/11/2019, In: arXiv.

    Research output: Contribution to Journal/Magazine › Journal article

  27. Published

    An Odometer-Free Approach for Unmanned Ground-Based Vehicle Simultaneous Localization and Mapping

    Gu, X., Angelov, P. & Khan, M., 26/10/2019.

    Research output: Contribution to conference - Without ISBN/ISSN › Abstract › peer-review

  28. Published

    Deep Rule-Based Aerial Scene Classifier using High-Level Ensemble Feature Descriptor

    Gu, X. & Angelov, P. P., 30/09/2019, 2019 International Joint Conference on Neural Networks (IJCNN). IEEE, 7 p. 8851838

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  29. Published

    A Semi-Supervised Deep Rule-Based Approach for Remote Sensing Scene Classication

    Gu, X. & Angelov, P. P., 3/04/2019, The 2019 INNS Big Data and Deep Learning (INNSBDDL 2019) conference. Springer, p. 257-266 10 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  30. Published

    A Distance-Type-Insensitive Clustering Approach

    Gu, X., Angelov, P. P. & Zhao, Z., 1/04/2019, In: Applied Soft Computing. 77, p. 622-634 13 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  31. Published

    Self-boosting first-order autonomous learning neuro-fuzzy systems

    Gu, X. & Angelov, P. P., 1/04/2019, In: Applied Soft Computing. 77, p. 118-134 17 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  32. Published

    Empirical Approach—Introduction

    Angelov, P. P. & Gu, X., 1/01/2019, Empirical Approach to Machine Learning. Angelov, P. & Gu, X. (eds.). Cham: Springer-Verlag, p. 103-133 31 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  33. Published

    Preface

    Angelov, P. P. & Gu, X., 1/01/2019, Empirical Approach to Machine Learning. Cham: Springer, p. xv-xviii 4 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Other chapter contribution

  34. Published

    Anomaly Detection—Empirical Approach

    Angelov, P. P. & Gu, X., 2019, Empirical Approach to Machine Learning. Angelov, P. P. & Gu, X. (eds.). Cham: Springer, p. 157-173 17 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  35. Published

    Applications of Autonomous Anomaly Detection

    Angelov, P. P. & Gu, X., 2019, Empirical Approach to Machine Learning. Angelov, P. & Gu, X. (eds.). Springer-Verlag, Vol. 800. p. 249-259 11 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  36. Published

    Applications of Autonomous Data Partitioning

    Angelov, P. P. & Gu, X., 2019, Empirical Approach to Machine Learning. Angelov, P. & Gu, X. (eds.). Springer-Verlag, Vol. 800. p. 261-276 16 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  37. Published

    Applications of Autonomous Learning Multi-model Systems

    Angelov, P. P. & Gu, X., 2019, Empirical Approach to Machine Learning. Angelov, P. & Gu, X. (eds.). Springer-Verlag, Vol. 800. p. 277-293 17 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  38. Published

    Applications of Deep Rule-Based Classifiers

    Angelov, P. P. & Gu, X., 2019, Empirical Approach to Machine Learning. Angelov, P. & Gu, X. (eds.). Springer-Verlag, Vol. 800. p. 295-319 25 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  39. Published

    Applications of Semi-supervised Deep Rule-Based Classifiers

    Angelov, P. P. & Gu, X., 2019, Empirical Approach to Machine Learning. Angelov, P. & Gu, X. (eds.). Springer-Verlag, Vol. 800. p. 321-340 20 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  40. Published

    Autonomous Learning Multi-model Systems

    Angelov, P. P. & Gu, X., 2019, Empirical Approach to Machine Learning. Angelov, P. & Gu, X. (eds.). Springer-Verlag, Vol. 800. p. 199-222 24 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  41. Published

    Brief Introduction to Computational Intelligence

    Angelov, P. P. & Gu, X., 2019, Empirical Approach to Machine Learning. Angelov, P. & Gu, X. (eds.). Springer-Verlag, Vol. 800. p. 69-99 31 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  42. Published

    Brief Introduction to Statistical Machine Learning

    Angelov, P. P. & Gu, X., 2019, Empirical Approach to Machine Learning. Angelov, P. & Gu, X. (eds.). Springer-Verlag, Vol. 800. p. 17-67 51 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  43. Published

    Data Partitioning—Empirical Approach

    Angelov, P. P. & Gu, X., 2019, Empirical Approach to Machine Learning. Angelov, P. & Gu, X. (eds.). Springer-Verlag, Vol. 800. p. 175-198 24 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  44. Published

    Empirical Approach to Machine Learning

    Angelov, P. P. & Gu, X., 2019, Cham: Springer. 437 p. (Studies in Computational Intelligence; vol. 800)

    Research output: Book/Report/Proceedings › Book

  45. Published

    Empirical Fuzzy Sets and Systems

    Angelov, P. P. & Gu, X., 2019, Empirical Approach to Machine Learning. Angelov, P. & Gu, X. (eds.). Springer-Verlag, Vol. 800. p. 135-155 21 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  46. Published

    Epilogue: Studies in Computational Intelligence

    Angelov, P. P. & Gu, X., 2019, Empirical Approach to Machine Learning. Angelov, P. & Gu, X. (eds.). Springer-Verlag, Vol. 800. p. 341-346 6 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  47. Published

    Introduction

    Angelov, P. P. & Gu, X., 2019, Empirical Approach to Machine Learning. Angelov, P. & Gu, X. (eds.). Springer-Verlag, Vol. 800. p. 1-14 14 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  48. Published

    Transparent Deep Rule-Based Classifiers

    Angelov, P. P. & Gu, X., 2019, Empirical Approach to Machine Learning. Angelov, P. & Gu, X. (eds.). Springer-Verlag, Vol. 800. p. 223-245 23 p. (Studies in Computational Intelligence; vol. 800).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter (peer-reviewed) › peer-review

  49. 2018
  50. Published

    Foreign Currency Exchange Rate Prediction using Neuro-Fuzzy Systems

    Yong, Y. L., Lee, Y., Gu, X., Angelov, P. P., Ling Ngo, D. C. & Shafipour Yourdshahi, E., 1/12/2018, Procedia Computer Science. Elsevier, Vol. 144. p. 232-238 7 p. (Procedia Computer Science; vol. 144).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  51. Published

    A Deep Rule-based Approach for Satellite Scene Image Analysis

    Gu, X. & Angelov, P. P., 7/10/2018, 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC). IEEE, p. 2778-2783 6 p. (2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC)).

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  52. Published

    A Generalized Methodology for Data Analysis

    Angelov, P. P., Gu, X. & Principe, J., 10/2018, In: IEEE Transactions on Cybernetics. 48, 10, p. 2981-2993 13 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  53. Published

    Deep rule-based classifier with human-level performance and characteristics

    Angelov, P. P. & Gu, X., 10/2018, In: Information Sciences. 463-464, p. 196-213 18 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  54. Published

    Stability of Evolving Fuzzy Systems based on Data Clouds

    Rong, H., Angelov, P. P., Gu, X. & Bai, J., 10/2018, In: IEEE Transactions on Fuzzy Systems. 26, 5, p. 2774-2784 11 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  55. Published

    Blind estimation of long and short Pseudo-random codes in multi-rate LSC-DS-CDMA signals

    Qiang, F., Zhao, Z., Gu, X. & Jiang, X., 4/09/2018, In: International Journal of Circuits, Systems and Signal Processing. 13, p. 259-265 7 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

  56. Published

    A Method for Autonomous Data Partitioning

    Gu, X., Angelov, P. P. & Principe, J., 09/2018, In: Information Sciences. 460-461, p. 65-82 18 p.

    Research output: Contribution to Journal/Magazine › Journal article › peer-review

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