International Journal of Machine Learning and Cybernetics

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
Structural entropy-based scheduler for job planning problems using multi-agent reinforcement learning	33
A novel adaptive methodology for removing spurious components in a modified incremental Gaussian mixture model	33
Tripm: a multi-label deep learning SCA model for multi-byte attacks	31
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
Landmark based guidance for reinforcement learning agents under partial observability	30
Data augmentation for aspect-based sentiment analysis	30
A new supervised outlier detection method for hybrid data	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
Cross-lingual sentiment analysis empowered by emotional mutual reinforcement through emojis	27
Solving large-scale global optimization problems and engineering design problems using a novel biogeography-based optimization with Lévy and Brownian movements	27
CoDF-Net: coordinated-representation decision fusion network for emotion recognition with EEG and eye movement signals	26
Feature selection in high-dimensional data: an enhanced RIME optimization with information entropy pruning and DBSCAN clustering	26
KRAFS-ANet: A novel framework for EEG-based stress classification using channel selection and optimized ensemble stacking	26
A Gaussian RBM with binary auxiliary units	25
A channel dependency decoupled two-stream model for multivariate time series analysis	25
Near-infrared fusion for deep lightness enhancement	25
SiamATA: an asymmetric target-aware and frequency domain task-aware Siamese network for visual tracking	24
Improving text classification via a soft dynamical label strategy	24
DRCW-FRkNN-OVO: distance-based related competence weighting based on fixed radius k nearest neighbour for one-vs-one scheme	23
CHNSCDA: circRNA-disease association prediction based on strongly correlated heterogeneous neighbor sampling	22
Learning cross-modality features for image caption generation	22
Reciprocal interlayer-temporal discriminative target model for robust visual tracking	21
Boosting graph contrastive learning via adaptive graph augmentation and topology-feature-level homophily	20
Modulation recognition based on adaptive denoising residual neural network	20
Minimum-cost based hidden Markov model with speed constraint for intruder trajectory recovery in utility tunnels	20
Rainfall prediction using time series data based on RSJSO_BiLSTM	20
Single image deraining via nonlinear recursive Conv-Transformer	20
Adaptive dynamic graphs for anomaly detection via inter- and intra-diffusion	20
PRR-TM: finding equilibria in adversarial team games via perfect-recall refinement and teammate modeling	20
FEWGAT-AGCE: a novel deep learning approach for early Alzheimer's disease detection using hippocampal subfields and cognitive assessments	20
Feature selection based L1alm-DT and MHT-LSTM for human activity recogition via sensor	20
Tree comprehensive diversity-based pruned deep forest	20
Uncertainty-based bootstrapped optimization for offline reinforcement learning	19
Link prediction for multi-layer and heterogeneous cyber-physical networks	19
Multi-view collaborative learning for graph attribute imputation	19
Dynamic maintenance of variable precision fuzzy neighborhood three-way regions in interval-valued fuzzy decision system	19
Deep feature dendrite with weak mapping for small-sample hyperspectral image classification	19
A new belief entropy measure in the weighted combination rule under DST with faulty diagnosis and real-life medical application	19
Robust unsupervised feature selection via dual space latent representation learning and adaptive structure learning	19
A three-way decision method based on COPRAS in the weak probabilistic linguistic term set information systems	18
An evolutionary feature selection method based on probability-based initialized particle swarm optimization	18
2D-THA-ADMM: communication efficient distributed ADMM algorithm framework based on two-dimensional torus hierarchical AllReduce	18
Convergence analysis for sparse Pi-sigma neural network model with entropy error function	18
Non-local tensor sparse representation and tensor low rank regularization for dynamic MRI reconstruction	18
Multi-scale frequency domain learning for texture classification	18
Bgman: Boundary-Prior-Guided Multi-scale Aggregation Network for skin lesion segmentation	17
Evolutionary neural architecture search based on a modified particle swarm optimization	17
Prompt-based data labeling method for aspect based sentiment analysis	17
LWTD: a novel light-weight transformer-like CNN architecture for driving scene dehazing	17
MSSTN: a multi-scale spatio-temporal network for traffic flow prediction	16
Outlier based intrusion detection in databases for user behaviour analysis using weighted sequential pattern mining	16
Multiple Span Bidirectional RWKV Network for Infrared Image Super-Resolution	16
PFDP: privacy-preserving federated distillation method for pretrained language models	16
TARN: a lightweight two-branch adaptive residual network for image super-resolution	16
Video person re-identification using key frame screening with index and feature reorganization based on inter-frame relation	16
Fine-grained multimodal named entity recognition with heterogeneous image-text similarity graphs	15

An efficient planning method based on deep reinforcement learning with hybrid actions for autonomous driving on highway	15
KAMTFENet: a fall detection algorithm based on keypoint attention module and temporal feature extraction	15
Face alignment combined with shape constraints and Gaussian heatmap	15
GSO-BiLSTM: performance assessment of IoT enable smart irrigation system using intelligent algorithms	15
Data augmentation using Heuristic Masked Language Modeling	15
Assessment of patients with Parkinson’s disease based on federated learning	15
Recognition of odor and pleasantness based on olfactory EEG combined with functional brain network model	15
Transformer-based contrastive learning framework for image anomaly detection	15
Augmentation and heterogeneous graph neural network for AAAI2021-COVID-19 fake news detection	15
Dimension-divided feature smoothing for graph neural network	14
Global contextual attention for pure regression object detection	14
Correction to: Different treatments of pixels in unlabeled images for semi-supervised sonar image segmentation	14
An adaptive joint optimization framework for pruning and quantization	14
Speed control of electric vehicle by using type-2 fuzzy neural network	14
CausalFD: causal invariance-based fraud detection against camouflaged preference	14
KGA: integrating KPCA and GAN for microbial data augmentation	14
A smoothing interval neural networks-based Caputo fractional-order gradient learning algorithm	14
An inspection method of rail head surface defect via bimodal structured light sensors	14
Class-structure preserving multi-view correlated discriminant analysis for multiblock data	13
BUS-net: a bimodal ultrasound network for breast cancer diagnosis	13
Bee: towards a robust attribute reduction	13
Progressive image dehazing network based on dual feature extraction modules	13
Constrained class-wise feature selection (CCFS)	13
Optimal scale selection based on three-way decisions with decision-theoretic rough sets in multi-scale set-valued decision tables	13
A fuzzy clustering ensemble selection based on active full-link similarity	13
Online sequential fuzzy dropout extreme learning machine compensate for sliding-mode control system errors of uncertain robot manipulator	13
Affinity-based elastic net intuitionistic fuzzy twin support vector machines	13
Weighted cluster-level social emotion classification across domains	13
Dynamic multi-objective optimization control for wastewater treatment process under various operating conditions	12
Investigating human reading behavior during sentiment judgment	12
Device-free indoor localization based on sparse coding with nonconvex regularization and adaptive relaxation localization criteria	12
HMNet: a hierarchical multi-modal network for educational video concept prediction	12
Recurrent neural network for solving several novel sales models: Try-Before-You-Buy	12
A multi-strategy hybrid cuckoo search algorithm with specular reflection based on a population linear decreasing strategy	12
SGSA-C: a new spiky gravitational search algorithm clustering method for segmentation	12
Fusing micro-preserved representations and item-homogeneous relationships for graph convolution collaborative filtering	12
A copy-move forgery detection technique using DBSCAN-based keypoint similarity matching	12
Augmenting web-based tourist support system with microblog analyzed data	12
BCDetNet: a deep learning architecture for building change detection from bi-temporal high resolution satellite images	12
Improved dense residual network with the coordinate and pixel attention mechanisms for helmet detection	12
Low-dimensional intrinsic dimension reveals a phase transition in gradient-based learning of deep neural networks	12
Resilient intrusion detection system for adversarial attacks on Low-Rate DDoS	12
Training fuzzy deep neural network with honey badger algorithm for intrusion detection in cloud environment	12
On generalization reducts in incomplete multi-scale decision tables	12
Unsupervised video object segmentation: an affinity and edge learning approach	12
Target adaptive extreme learning machine for transfer learning	12
Knowledge graph completion model based on hyperbolic hierarchical attention network	12
Learning structure perception MLPs on graphs: a layer-wise graph knowledge distillation framework	11
Hidden features extraction and amplification based on eigenvalue imaging and gray-level grouping for bearing fault diagnosis	11
Detection and analysis of android malwares using hybrid dual Path bi-LSTM Kepler dynamic graph convolutional network	11
Spectral–spatial discriminative broad graph convolution networks for hyperspectral image classification	11
Graph embedded subspace clustering with entropy-based feature weighting	11
A mathematical modeling of detection capability of PDT with planar thickness sector field of view and projectile signal recognition algorithm	11
CPL: consistent prompt learning for noisy label facial expression recognition	11
Explainable evaluation framework for facial expression recognition in web-based learning environments	11
Adversarial attacks and adversarial robustness in pre-trained deep learning models for disease diagnosis	11
A Chinese named entity recognition model: integrating label knowledge and lexicon information	11
Fourier-based degradation-aware transformer-style network for blind image super-resolution	11
HDRC: a subjective quality assessment database for compressed high dynamic range image	11
Yolo-sd: simulated feature fusion for few-shot industrial defect detection based on YOLOv8 and stable diffusion	11
BenchMetrics Prob: benchmarking of probabilistic error/loss performance evaluation instruments for binary classification problems	10
Multilayer discriminative extreme learning machine for classification	10
An efficient decision making method based on hyperbolic fuzzy environment with new score function and its application in determining crime prone zones	10
Improving the estimation of distribution algorithm with a differential mutation for multilevel thresholding image segmentation	10
Target detection algorithm based on multilayer attention mechanism-adaptive feature fusion network	10
Unsupervised domain specificity for knowledge transfer	10
Multi video summarization using query based deep optimization algorithm	10
Gmad: multivariate time series anomaly detection based on graph matching learning	10
Comparative analysis of open-source federated learning frameworks - a literature-based survey and review	10
Learning relations in human-like style for few-shot fine-grained image classification	10
SDGNN: Structure-aware Dual Graph Neural Network for Code Summarization	10
Three-way unsupervised anomaly detection of sequential patterns	10
AM-CFDN: semi-supervised anomaly measure-based coal flow foreign object detection network	10
Decentralized federated learning model based on network propagation dynamics	10
Enhanced side information fusion framework for sequential recommendation	10
Joint recognition for location and activity based on multidimensional features of CSI images	10
A dynamic multi-swarm cooperation particle swarm optimization with dimension mutation for complex optimization problem	10
TSLOD: a coupled generalized subsequence local outlier detection model for multivariate time series	10
Knowledge structures construction and learning paths recommendation based on formal contexts	10
A robust semi-supervised deep learning approach for emotion recognition using EEG signals	10

Pseudo-label driven deep hashing for unsupervised cross-modal retrieval	10
Generalized rough and fuzzy rough automata for semantic computing	9
Hybrid generative adversarial network based on a mixed attention fusion module for multi-modal MR image synthesis algorithm	9
An improved adaptive ORB-SLAM method for monocular vision robot under dynamic environments	9
Unsupervised image clustering algorithm based on contrastive learning and K-nearest neighbors	9
User preference representation and dual contrastive learning for knowledge-aware recommendation	9
Sequential attention layer-wise fusion network for multi-view classification	9
Fuzzy $$\beta$$ covering based self-information for feature selection	9
AFMPM: adaptive feature map pruning method based on feature distillation	9
An interpretable neural network TV program recommendation based on SHAP	9
Domain adaptation with optimized feature distribution for streamer action recognition in live video	9
Learning enhancing modality-invariant features for visible-infrared person re-identification	9
Semi-supervised attribute reduction via attribute indiscernibility	9
Multi-task federated learning with encoder–decoder structure: enabling collaborative learning across different tasks	9
A lightweight CNN malware classification method for software detection	9
Hybrid deep graph convolutional networks	9
Three-way concept lattices triggered by Pythagorean fuzzy set and interval set	9
Dual insurance for generalized zero-shot learning	9
Detecting complex copy-move forgery using KeyPoint-Siamese Capsule Network against adversarial attacks	9
NEWTR: a multipath routing for next hop destination in internet of things with artificial recurrent neural network (RNN)	9
Selective relation-aware representations for person re-identification	9
Clustering analysis through artificial algae algorithm	9
Deep interactive query design and progressive search for end-to-end detection of tiny object in aerial images	9
Study on deduction process and inference methods of decision implications	9
Dissipativity-based asynchronous control for time-varying delay T–S fuzzy Markov jump systems with multisource disturbances and input saturation	9
Fuzzy large margin distribution machine for classification	8
Domain adaptive knowledge tracing	8
Improved two-stage task allocation of distributed UAV swarms based on an improved auction mechanism	8
RSGNN: residual structure graph neural network	8
Precise feature selection using suffix array algorithm of bioinformatics	8
Adaptive unsupervised feature selection with robust graph regularization	8
Dtla-net: a direct2d transformer with linear angle attention network for multi-organ medical image segmentation	8
GLinear: multivariate time series forecasting method towards controllable and efficient grouping	8
Unsupervised concept drift detection method based on robust random cut forest	8
Self-representation with adaptive loss minimization via doubly stochastic graph regularization for robust unsupervised feature selection	8
Daily routines discovery based on weighted spatial-temporal features	8
Multiview deep learning-based attack to break text-CAPTCHAs	8
Two-stage semi-supervised clustering ensemble framework based on constraint weight	8
Hybrid sampling-based contrastive learning for imbalanced node classification	8
Fault detection of train mechanical parts using multi-mode aggregation feature enhanced convolution neural network	8
LeDoFAN: enhancing lengthy document fake news identification leveraging large language models and explainable window-based transformers with n-gram expulsion	8
ExBCIL: an exemplar-based class incremental learning for intrusion detection system	8
Android malware adversarial attacks based on feature importance prediction	8
Bilateral sensitivity analysis: a better understanding of a neural network	8
Multi-stage transfer learning with BERTology-based language models for question answering system in vietnamese	8
A group incremental feature selection based on knowledge granularity under the context of clustering	8
Gait coordination feature modeling and multi-scale gait representation for gait recognition	8
Spatio-temporal graph cross-correlation auto-encoding network for wind power prediction	8
Visual tracking with screening region enrichment and target validation	8
Multi-layered security architecture for IoMT systems: integrating dynamic key management, decentralized storage, and dependable intrusion detection framework	8
Perturbation-based oversampling technique for imbalanced classification problems	8
Observer-based mixed $$H_{\infty }$$ and passive control for T-S fuzzy semi-Markovian jump systems with time-varying delay via sliding mode method	8
Autoencoder-like non-negative matrix factorization with dual-graph constraints for multi-view clustering	8
Feature selection for heterogeneous data based on weighted KNN-neighborhood rough set model and self information	8
A decade’s overview of artificial intelligence in diagnosing: a scoping review	8
A unified approach to designing sequence-based personalized food recommendation systems: tackling dynamic user behaviors	8
A novel framework based on the multi-label classification for dynamic selection of classifiers	8
IMANet: an iterative multi-scale attention network for skin lesion segmentation	8
Novel multi-label feature selection via label enhancement and relative maximal discernibility pairs	8
Survey and open problems in privacy-preserving knowledge graph: merging, query, representation, completion, and applications	7
Predicting risk of coronary heart disease using a teaching–learning seagull optimization algorithm with the lightboost based gradient boosting machine	7
ETCGN: entity type-constrained graph networks for document-level relation extraction	7
Unsupervised domain adaptation by incremental learning for concept drifting data streams	7
Underwater image enhancement based on multiscale fusion generative adversarial network	7
A novel method for image segmentation: two-stage decoding network with boundary attention	7
Research on a deep ensemble forest flatness prediction model for industrial cold rolling mill	7
Profiling users with tag-enhanced spherical metric learning for recommendation	7
HOGFormer: high-order graph convolution transformer for 3D human pose estimation	7
Leveraging LSTM and GRU-based deep neural coordination in intelligent transportation to strengthen security in the Internet of Vehicles	7
Fast fixed granular-ball for attribute reduction in label noise environments and its application in medical diagnosis	7
A multi-perspective global–local interaction framework for identifying dialogue acts and sentiments of dialogue utterances jointly	7
Multilevel hybrid accurate handcrafted model for myocardial infarction classification using ECG signals	7
Online visual tracking via background-aware Siamese networks	7
Seq2Seq-AFL: Fuzzing via sequence-to-sequence model	7
Causal intervention for knowledge graph denoising in recommender systems	7
Fault-tolerant control design for nonlinear multilateral teleoperation system with unreliable communication channels and actuator constraints	7
Balance-driven automatic clustering for probability density functions using metaheuristic optimization	7
Optimized trajectory planning for the time efficient navigation of mobile robot in constrained environment	7
CatSight, a direct path to proper multi-variate time series change detection: perceiving a concept drift through common spatial pattern	7
Dynamic graph-based attribute reduction approach with fuzzy rough sets	7
SPAN: siampillars attention network for 3D object tracking in point clouds	7
A comprehensive survey on GNN-based anomaly detection: taxonomy, methods, and the role of large language models	7
A multi-level classification and prediction of unbalanced dataset real and fake faces using hybrid CMNV2 and deep learning methods	7
HFCCW: A Novel Hybrid Filter-Clustering-Coevolutionary Wrapper Feature Selection Approach for Network Anomaly Detection	7
A simple combined projection method for conservative decision-making	7
ConvHiA: convolutional network with hierarchical attention for knowledge graph multi-hop reasoning	7
Fine-grained image recognition via trusted multi-granularity information fusion	7
PaIaNet: position-aware and identification-aware network for low-light salient object detection	7
Event-triggered adaptive fuzzy echo-state-network control of state constrained nonlinear switched systems with asynchronous switching	7
Dual-driven embedded feature selection method based on fuzzy decision consistency and classification reward mechanism	7
A stochastic variance-reduced coordinate descent algorithm for learning sparse Bayesian network from discrete high-dimensional data	7
Self-paced and Bayes-decision-rule linear KNN prediction	7
Kernel alignment-based three-way clustering on attribute space and its application in stroke risk identification	7
Domain generalization by distribution estimation	7
Image retrieval by aggregating deep orientation structure features	7