International Journal of Machine Learning and Cybernetics

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
Stochastic configuration network modeling method based on information superposition and mixture correntropy	71
ClKI: closed-loop and knowledge iterative via self-distillation for image sentiment analysis	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
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
Small target deep convolution recognition algorithm based on improved YOLOv4	34
Faster and lighter surface defect detection model for transparent wine bottle	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
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
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
Bridging the gap: advancing the transparency and trustworthiness of network intrusion detection with explainable AI	30
Feature selection in high-dimensional data: an enhanced RIME optimization with information entropy pruning and DBSCAN clustering	28
Near-infrared fusion for deep lightness enhancement	28
CHNSCDA: circRNA-disease association prediction based on strongly correlated heterogeneous neighbor sampling	27
Improving text classification via a soft dynamical label strategy	27
PRR-TM: finding equilibria in adversarial team games via perfect-recall refinement and teammate modeling	26
Learning cross-modality features for image caption generation	26
Tree comprehensive diversity-based pruned deep forest	25
Minimum-cost based hidden Markov model with speed constraint for intruder trajectory recovery in utility tunnels	25
Adaptive dynamic graphs for anomaly detection via inter- and intra-diffusion	24
Single image deraining via nonlinear recursive Conv-Transformer	23
Feature selection based L1alm-DT and MHT-LSTM for human activity recogition via sensor	23
Modulation recognition based on adaptive denoising residual neural network	23
Robust unsupervised feature selection via dual space latent representation learning and adaptive structure learning	22
Dynamic maintenance of variable precision fuzzy neighborhood three-way regions in interval-valued fuzzy decision system	22
Boosting graph contrastive learning via adaptive graph augmentation and topology-feature-level homophily	22
Link prediction for multi-layer and heterogeneous cyber-physical networks	22
Multi-view collaborative learning for graph attribute imputation	22
Uncertainty-based bootstrapped optimization for offline reinforcement learning	22
2D-THA-ADMM: communication efficient distributed ADMM algorithm framework based on two-dimensional torus hierarchical AllReduce	21
LWTD: a novel light-weight transformer-like CNN architecture for driving scene dehazing	21
Convergence analysis for sparse Pi-sigma neural network model with entropy error function	21
Non-local tensor sparse representation and tensor low rank regularization for dynamic MRI reconstruction	21
A new belief entropy measure in the weighted combination rule under DST with faulty diagnosis and real-life medical application	20
An evolutionary feature selection method based on probability-based initialized particle swarm optimization	20
FEWGAT-AGCE: a novel deep learning approach for early Alzheimer's disease detection using hippocampal subfields and cognitive assessments	20
Deep feature dendrite with weak mapping for small-sample hyperspectral image classification	20
Evolutionary neural architecture search based on a modified particle swarm optimization	20
Rainfall prediction using time series data based on RSJSO_BiLSTM	20
Reciprocal interlayer-temporal discriminative target model for robust visual tracking	19
Prompt-based data labeling method for aspect based sentiment analysis	19
A channel dependency decoupled two-stream model for multivariate time series analysis	19
Multi-scale frequency domain learning for texture classification	18
Multiple Span Bidirectional RWKV Network for Infrared Image Super-Resolution	18
Bgman: Boundary-Prior-Guided Multi-scale Aggregation Network for skin lesion segmentation	18
SiamATA: an asymmetric target-aware and frequency domain task-aware Siamese network for visual tracking	18
A three-way decision method based on COPRAS in the weak probabilistic linguistic term set information systems	18
Outlier based intrusion detection in databases for user behaviour analysis using weighted sequential pattern mining	18
A Gaussian RBM with binary auxiliary units	18
KAMTFENet: a fall detection algorithm based on keypoint attention module and temporal feature extraction	17
Data augmentation using Heuristic Masked Language Modeling	17
Face alignment combined with shape constraints and Gaussian heatmap	17
Fine-grained multimodal named entity recognition with heterogeneous image-text similarity graphs	17
Transformer-based contrastive learning framework for image anomaly detection	17
Device-free indoor localization based on sparse coding with nonconvex regularization and adaptive relaxation localization criteria	16
An adaptive joint optimization framework for pruning and quantization	16

Optimal scale selection based on three-way decisions with decision-theoretic rough sets in multi-scale set-valued decision tables	16
Online sequential fuzzy dropout extreme learning machine compensate for sliding-mode control system errors of uncertain robot manipulator	16
Global contextual attention for pure regression object detection	16
BUS-net: a bimodal ultrasound network for breast cancer diagnosis	15
Augmenting web-based tourist support system with microblog analyzed data	15
Fusing micro-preserved representations and item-homogeneous relationships for graph convolution collaborative filtering	15
CausalFD: causal invariance-based fraud detection against camouflaged preference	15
Bee: towards a robust attribute reduction	15
Progressive image dehazing network based on dual feature extraction modules	15
SGSA-C: a new spiky gravitational search algorithm clustering method for segmentation	15
Class-structure preserving multi-view correlated discriminant analysis for multiblock data	15
Dimension-divided feature smoothing for graph neural network	15
Weighted cluster-level social emotion classification across domains	15
Constrained class-wise feature selection (CCFS)	15
Dynamic multi-objective optimization control for wastewater treatment process under various operating conditions	15
Correction to: Different treatments of pixels in unlabeled images for semi-supervised sonar image segmentation	15
Investigating human reading behavior during sentiment judgment	14
TARN: a lightweight two-branch adaptive residual network for image super-resolution	14
An efficient planning method based on deep reinforcement learning with hybrid actions for autonomous driving on highway	14
Resilient intrusion detection system for adversarial attacks on Low-Rate DDoS	14
Augmentation and heterogeneous graph neural network for AAAI2021-COVID-19 fake news detection	14
GSO-BiLSTM: performance assessment of IoT enable smart irrigation system using intelligent algorithms	14
A smoothing interval neural networks-based Caputo fractional-order gradient learning algorithm	14
A copy-move forgery detection technique using DBSCAN-based keypoint similarity matching	14
Affinity-based elastic net intuitionistic fuzzy twin support vector machines	14
On generalization reducts in incomplete multi-scale decision tables	14
Recognition of odor and pleasantness based on olfactory EEG combined with functional brain network model	13
An inspection method of rail head surface defect via bimodal structured light sensors	13
Training fuzzy deep neural network with honey badger algorithm for intrusion detection in cloud environment	13
A fuzzy clustering ensemble selection based on active full-link similarity	13
KGA: integrating KPCA and GAN for microbial data augmentation	13
Video person re-identification using key frame screening with index and feature reorganization based on inter-frame relation	13
PFDP: privacy-preserving federated distillation method for pretrained language models	13
Assessment of patients with Parkinson’s disease based on federated learning	13
Low-dimensional intrinsic dimension reveals a phase transition in gradient-based learning of deep neural networks	13
HMNet: a hierarchical multi-modal network for educational video concept prediction	13
MSSTN: a multi-scale spatio-temporal network for traffic flow prediction	13
Explainable evaluation framework for facial expression recognition in web-based learning environments	12
Recurrent neural network for solving several novel sales models: Try-Before-You-Buy	12
Improved dense residual network with the coordinate and pixel attention mechanisms for helmet detection	12
Gmad: multivariate time series anomaly detection based on graph matching learning	12
A multi-strategy hybrid cuckoo search algorithm with specular reflection based on a population linear decreasing strategy	12
Adversarial attacks and adversarial robustness in pre-trained deep learning models for disease diagnosis	12
Spectral–spatial discriminative broad graph convolution networks for hyperspectral image classification	12
Target adaptive extreme learning machine for transfer learning	12
Hidden features extraction and amplification based on eigenvalue imaging and gray-level grouping for bearing fault diagnosis	12
Joint recognition for location and activity based on multidimensional features of CSI images	12
Multilayer discriminative extreme learning machine for classification	12
A dynamic multi-swarm cooperation particle swarm optimization with dimension mutation for complex optimization problem	12
Graph embedded subspace clustering with entropy-based feature weighting	12
Yolo-sd: simulated feature fusion for few-shot industrial defect detection based on YOLOv8 and stable diffusion	12
A mathematical modeling of detection capability of PDT with planar thickness sector field of view and projectile signal recognition algorithm	12
Fourier-based degradation-aware transformer-style network for blind image super-resolution	12
HDRC: a subjective quality assessment database for compressed high dynamic range image	12
Learning structure perception MLPs on graphs: a layer-wise graph knowledge distillation framework	12
Improving the estimation of distribution algorithm with a differential mutation for multilevel thresholding image segmentation	11
Target detection algorithm based on multilayer attention mechanism-adaptive feature fusion network	11
AM-CFDN: semi-supervised anomaly measure-based coal flow foreign object detection network	11
NEWTR: a multipath routing for next hop destination in internet of things with artificial recurrent neural network (RNN)	11
Unsupervised video object segmentation: an affinity and edge learning approach	11
BenchMetrics Prob: benchmarking of probabilistic error/loss performance evaluation instruments for binary classification problems	11
Comparative analysis of open-source federated learning frameworks - a literature-based survey and review	11
SDGNN: Structure-aware Dual Graph Neural Network for Code Summarization	11
Three-way unsupervised anomaly detection of sequential patterns	11
Deep interactive query design and progressive search for end-to-end detection of tiny object in aerial images	11
Semi-supervised attribute reduction via attribute indiscernibility	11
Knowledge graph completion model based on hyperbolic hierarchical attention network	11
CPL: consistent prompt learning for noisy label facial expression recognition	11
BCDetNet: a deep learning architecture for building change detection from bi-temporal high resolution satellite images	11
User preference representation and dual contrastive learning for knowledge-aware recommendation	11
Unsupervised domain specificity for knowledge transfer	11
Selective relation-aware representations for person re-identification	11
Enhanced side information fusion framework for sequential recommendation	11
A Chinese named entity recognition model: integrating label knowledge and lexicon information	11
Detection and analysis of android malwares using hybrid dual Path bi-LSTM Kepler dynamic graph convolutional network	11
Unsupervised image clustering algorithm based on contrastive learning and K-nearest neighbors	10
A lightweight CNN malware classification method for software detection	10
Multi-task federated learning with encoder–decoder structure: enabling collaborative learning across different tasks	10
Hybrid deep graph convolutional networks	10
Hybrid generative adversarial network based on a mixed attention fusion module for multi-modal MR image synthesis algorithm	10

Dissipativity-based asynchronous control for time-varying delay T–S fuzzy Markov jump systems with multisource disturbances and input saturation	10
Dtla-net: a direct2d transformer with linear angle attention network for multi-organ medical image segmentation	10
Knowledge structures construction and learning paths recommendation based on formal contexts	10
Fuzzy $$\beta$$ covering based self-information for feature selection	10
Sequential attention layer-wise fusion network for multi-view classification	10
A robust semi-supervised deep learning approach for emotion recognition using EEG signals	10
New criteria for stability of fuzzy neutral-type memristive neural networks with mixed delays	10
An efficient decision making method based on hyperbolic fuzzy environment with new score function and its application in determining crime prone zones	10
AFMPM: adaptive feature map pruning method based on feature distillation	10
Dual insurance for generalized zero-shot learning	10
Pseudo-label driven deep hashing for unsupervised cross-modal retrieval	10
Detecting complex copy-move forgery using KeyPoint-Siamese Capsule Network against adversarial attacks	10
Multi video summarization using query based deep optimization algorithm	10
Study on deduction process and inference methods of decision implications	10
Decentralized federated learning model based on network propagation dynamics	10
Clustering analysis through artificial algae algorithm	10
Generalized rough and fuzzy rough automata for semantic computing	10
Three-way concept lattices triggered by Pythagorean fuzzy set and interval set	10
Domain adaptation with optimized feature distribution for streamer action recognition in live video	10
An improved adaptive ORB-SLAM method for monocular vision robot under dynamic environments	10
Android malware adversarial attacks based on feature importance prediction	9
ExBCIL: an exemplar-based class incremental learning for intrusion detection system	9
A unified approach to designing sequence-based personalized food recommendation systems: tackling dynamic user behaviors	9
Perturbation-based oversampling technique for imbalanced classification problems	9
An interpretable neural network TV program recommendation based on SHAP	9
Hybrid sampling-based contrastive learning for imbalanced node classification	9
GLinear: multivariate time series forecasting method towards controllable and efficient grouping	9
A decade’s overview of artificial intelligence in diagnosing: a scoping review	9
A group incremental feature selection based on knowledge granularity under the context of clustering	9
A novel framework based on the multi-label classification for dynamic selection of classifiers	9
Multi-stage transfer learning with BERTology-based language models for question answering system in vietnamese	9
Autoencoder-like non-negative matrix factorization with dual-graph constraints for multi-view clustering	9
Visual tracking with screening region enrichment and target validation	9
Two-stage semi-supervised clustering ensemble framework based on constraint weight	9
Unsupervised concept drift detection method based on robust random cut forest	9
Fault detection of train mechanical parts using multi-mode aggregation feature enhanced convolution neural network	9
RSGNN: residual structure graph neural network	9
Precise feature selection using suffix array algorithm of bioinformatics	9
LeDoFAN: enhancing lengthy document fake news identification leveraging large language models and explainable window-based transformers with n-gram expulsion	9
Feature selection for heterogeneous data based on weighted KNN-neighborhood rough set model and self information	9
Improved two-stage task allocation of distributed UAV swarms based on an improved auction mechanism	9
Multi-layered security architecture for IoMT systems: integrating dynamic key management, decentralized storage, and dependable intrusion detection framework	9
Bilateral sensitivity analysis: a better understanding of a neural network	9
Self-representation with adaptive loss minimization via doubly stochastic graph regularization for robust unsupervised feature selection	9
Learning enhancing modality-invariant features for visible-infrared person re-identification	9
Adaptive unsupervised feature selection with robust graph regularization	9
Domain adaptive knowledge tracing	8
Dual-driven embedded feature selection method based on fuzzy decision consistency and classification reward mechanism	8
Leveraging LSTM and GRU-based deep neural coordination in intelligent transportation to strengthen security in the Internet of Vehicles	8
Fuzzy large margin distribution machine for classification	8
Predicting risk of coronary heart disease using a teaching–learning seagull optimization algorithm with the lightboost based gradient boosting machine	8
Seq2Seq-AFL: Fuzzing via sequence-to-sequence model	8
Spatio-temporal graph cross-correlation auto-encoding network for wind power prediction	8
IMANet: an iterative multi-scale attention network for skin lesion segmentation	8
Balance-driven automatic clustering for probability density functions using metaheuristic optimization	8
Dynamic graph-based attribute reduction approach with fuzzy rough sets	8
CatSight, a direct path to proper multi-variate time series change detection: perceiving a concept drift through common spatial pattern	8
ConvHiA: convolutional network with hierarchical attention for knowledge graph multi-hop reasoning	8
Profiling users with tag-enhanced spherical metric learning for recommendation	8
Self-paced and Bayes-decision-rule linear KNN prediction	8
Gait coordination feature modeling and multi-scale gait representation for gait recognition	8
A stochastic variance-reduced coordinate descent algorithm for learning sparse Bayesian network from discrete high-dimensional data	8
Optimized trajectory planning for the time efficient navigation of mobile robot in constrained environment	8
Research on a deep ensemble forest flatness prediction model for industrial cold rolling mill	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
Event-triggered adaptive fuzzy echo-state-network control of state constrained nonlinear switched systems with asynchronous switching	8
Novel multi-label feature selection via label enhancement and relative maximal discernibility pairs	8
Daily routines discovery based on weighted spatial-temporal features	8
Multiview deep learning-based attack to break text-CAPTCHAs	8
PaIaNet: position-aware and identification-aware network for low-light salient object detection	8
HOGFormer: high-order graph convolution transformer for 3D human pose estimation	8
Fault-tolerant control design for nonlinear multilateral teleoperation system with unreliable communication channels and actuator constraints	8
Unsupervised domain adaptation by incremental learning for concept drifting data streams	8
MU-OLTC: meta uncertainty calibration for open-set long-tailed classification	7
A comprehensive survey on GNN-based anomaly detection: taxonomy, methods, and the role of large language models	7
A survey on federated learning: challenges and applications	7
Domain generalization by distribution estimation	7
Fast fixed granular-ball for attribute reduction in label noise environments and its application in medical diagnosis	7
Multi-agent cooperation policy gradient method based on enhanced exploration for cooperative tasks	7
Dual-stream modality prompt network for individual cattle identification	7
A hybrid similarity measure-based clustering approach for mixed attribute data	7
A multi-perspective global–local interaction framework for identifying dialogue acts and sentiments of dialogue utterances jointly	7
sEMG based hand gesture recognition with deformable convolutional network	7
Multilevel hybrid accurate handcrafted model for myocardial infarction classification using ECG signals	7
DmADs-Net: dense multiscale attention and depth-supervised network for medical image segmentation	7
Long-short interest network with graph-based method for sequential recommendation	7
Cross channel aggregation similarity network for salient object detection	7
Knowledge transfer based hierarchical few-shot learning via tree-structured knowledge graph	7
Recent development of hashing-based image retrieval in non-stationary environments	7
Learning to share by masking the non-shared for multi-domain sentiment classification	7
Large language models for medicine: a survey	7
Fine-grained image recognition via trusted multi-granularity information fusion	7
HFCCW: A Novel Hybrid Filter-Clustering-Coevolutionary Wrapper Feature Selection Approach for Network Anomaly Detection	7
Enhancing Language Models with Commonsense Knowledge for Multi-turn Response Selection	7
Survey and open problems in privacy-preserving knowledge graph: merging, query, representation, completion, and applications	7