OOIR: Observatory of International Research

Papers

(The H4-Index of International Journal of Machine Learning and Cybernetics is 30. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-01-01 to 2026-01-01.)

Article	Citations
GFD-SSL: generative federated knowledge distillation-based semi-supervised learning	551
An unsupervised multi-manifold discriminant isomap algorithm based on the pairwise constraints	225
The concept information of graph granule with application to knowledge graph embedding	108
Pixel-patch combination loss for refined edge detection	79
Multi-label learning with incomplete labels via dual manifold mappings	76
ClKI: closed-loop and knowledge iterative via self-distillation for image sentiment analysis	71
Stochastic configuration network modeling method based on information superposition and mixture correntropy	71
Low-rank tensor learning with projection distance metric for multi-view clustering	54
Imbalanced driving scene recognition with class focal loss and data augmentation	50
Group decision-making method with directed graph under linguistic environment	48
Two-channel deep recursive multi-scale network based on multi-attention for no-reference image quality assessment	47
Structural entropy-based scheduler for job planning problems using multi-agent reinforcement learning	46
Tripm: a multi-label deep learning SCA model for multi-byte attacks	44
Multi-proposal collaboration and multi-task training for weakly-supervised video moment retrieval	42
Data augmentation for aspect-based sentiment analysis	41
CoDF-Net: coordinated-representation decision fusion network for emotion recognition with EEG and eye movement signals	39
Cross-lingual sentiment analysis empowered by emotional mutual reinforcement through emojis	36
Landmark based guidance for reinforcement learning agents under partial observability	35
Small target deep convolution recognition algorithm based on improved YOLOv4	34
Faster and lighter surface defect detection model for transparent wine bottle	34
Exploiting graph neural network with one-shot learning for fault diagnosis of rotating machinery	34
Adaptive condensed fuzzy monotonic K-nearest neighbors for monotonic classification	34
A novel adaptive methodology for removing spurious components in a modified incremental Gaussian mixture model	33
A new supervised outlier detection method for hybrid data	32
KRAFS-ANet: A novel framework for EEG-based stress classification using channel selection and optimized ensemble stacking	31

Solving large-scale global optimization problems and engineering design problems using a novel biogeography-based optimization with Lévy and Brownian movements	31
ULAF-Net: Ultra lightweight attention fusion network for real-time semantic segmentation	31
Observer-based finite-time asynchronous sliding mode control with quantized outputs for hidden Markov jump systems	31
A novel hybrid approach to detect clients in federated learning for industrial internet of things	31
Bridging the gap: advancing the transparency and trustworthiness of network intrusion detection with explainable AI	30