OOIR: Observatory of International Research

Papers

(The H4-Index of International Journal of Machine Learning and Cybernetics is 27. 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 2021-11-01 to 2025-11-01.)

Article	Citations
GFD-SSL: generative federated knowledge distillation-based semi-supervised learning	476
An unsupervised multi-manifold discriminant isomap algorithm based on the pairwise constraints	193
The concept information of graph granule with application to knowledge graph embedding	103
Pixel-patch combination loss for refined edge detection	77
Multi-label learning with incomplete labels via dual manifold mappings	72
ClKI: closed-loop and knowledge iterative via self-distillation for image sentiment analysis	62
Exploiting graph neural network with one-shot learning for fault diagnosis of rotating machinery	60
Stochastic configuration network modeling method based on information superposition and mixture correntropy	50
Low-rank tensor learning with projection distance metric for multi-view clustering	49
Small target deep convolution recognition algorithm based on improved YOLOv4	46
Imbalanced driving scene recognition with class focal loss and data augmentation	42
Group decision-making method with directed graph under linguistic environment	41
Two-channel deep recursive multi-scale network based on multi-attention for no-reference image quality assessment	38
Bridging the gap: advancing the transparency and trustworthiness of network intrusion detection with explainable AI	37
ULAF-Net: Ultra lightweight attention fusion network for real-time semantic segmentation	34
A novel adaptive methodology for removing spurious components in a modified incremental Gaussian mixture model	33
Structural entropy-based scheduler for job planning problems using multi-agent reinforcement learning	33
Multi-proposal collaboration and multi-task training for weakly-supervised video moment retrieval	31
A novel hybrid approach to detect clients in federated learning for industrial internet of things	31
Tripm: a multi-label deep learning SCA model for multi-byte attacks	31
Data augmentation for aspect-based sentiment analysis	30
A new supervised outlier detection method for hybrid data	30
Landmark based guidance for reinforcement learning agents under partial observability	30
Faster and lighter surface defect detection model for transparent wine bottle	29
Adaptive condensed fuzzy monotonic K-nearest neighbors for monotonic classification	29

Observer-based finite-time asynchronous sliding mode control with quantized outputs for hidden Markov jump systems	29
Correntropy metric-based robust low-rank subspace clustering for motion segmentation	28
Solving large-scale global optimization problems and engineering design problems using a novel biogeography-based optimization with Lévy and Brownian movements	27
Cross-lingual sentiment analysis empowered by emotional mutual reinforcement through emojis	27