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Empirical approach to machine learning
PP Angelov, X Gu
Springer, 2019
972019
Empirical data analytics
P Angelov, X Gu, D Kangin
International Journal of Intelligent Systems 32 (12), 1261-1284, 2017
942017
Autonomous learning multimodel systems from data streams
PP Angelov, X Gu, JC Principe
IEEE Transactions on Fuzzy Systems 26 (4), 2213-2224, 2017
832017
Deep rule-based classifier with human-level performance and characteristics
PP Angelov, X Gu
Information Sciences 463, 196-213, 2018
772018
Self-organising fuzzy logic classifier
X Gu, PP Angelov
Information Sciences 447, 36-51, 2018
772018
A generalized methodology for data analysis
PP Angelov, X Gu, JC Príncipe
IEEE transactions on cybernetics 48 (10), 2981-2993, 2017
762017
Blind Estimation of Pseudo-random Code in Periodic Long Code Direct Sequence Spread Spectrum Signals
X Gu, Z Zhao, L Shen
IET Communications, 2016
592016
A method for autonomous data partitioning
X Gu, PP Angelov, JC Príncipe
Information sciences 460, 65-82, 2018
572018
A massively parallel deep rule-based ensemble classifier for remote sensing scenes
X Gu, PP Angelov, C Zhang, PM Atkinson
IEEE Geoscience and Remote Sensing Letters 15 (3), 345-349, 2018
572018
Robust unsupervised small area change detection from SAR imagery using deep learning
X Zhang, H Su, C Zhang, X Gu, X Tan, PM Atkinson
ISPRS Journal of Photogrammetry and Remote Sensing 173, 79-94, 2021
512021
Semi-supervised deep rule-based approach for image classification
X Gu, PP Angelov
Applied Soft Computing 68, 53-68, 2018
492018
Empirical data analysis: A new tool for data analytics
P Angelov, X Gu, D Kangin, J Principe
2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC ¡¦, 2016
482016
A self‐adaptive synthetic over‐sampling technique for imbalanced classification
X Gu, PP Angelov, EA Soares
International Journal of Intelligent Systems 35 (6), 923-943, 2020
462020
A self-training hierarchical prototype-based approach for semi-supervised classification
X Gu
Information Sciences 535, 204-224, 2020
342020
Autonomous learning multiple-model zero-order classifier for heart sound classification
E Soares, P Angelov, X Gu
Applied Soft Computing 94, 106449, 2020
332020
Toward anthropomorphic machine learning
PP Angelov, X Gu
Computer 51 (9), 18-27, 2018
332018
Self-organizing fuzzy inference ensemble system for big streaming data classification
X Gu, P Angelov, Z Zhao
Knowledge-Based Systems 218, 106870, 2021
302021
Self-organised direction aware data partitioning algorithm
X Gu, P Angelov, D Kangin, J Principe
Information Sciences 423, 80-95, 2018
302018
Autonomous Learning Multi-Model Classifier of 0-Order (ALMMo-0)
P Angelov, X Gu
IEEE International Conference on Evolving and Autonomous Intelligent Systems, 2017
302017
Stability of evolving fuzzy systems based on data clouds
HJ Rong, PP Angelov, X Gu, JM Bai
IEEE Transactions on Fuzzy Systems 26 (5), 2774-2784, 2018
292018
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