International Journal of Machine Learning and Cybernetics

Article	Citations
The concept information of graph granule with application to knowledge graph embedding	257
Exploiting graph neural network with one-shot learning for fault diagnosis of rotating machinery	85
A novel adaptive methodology for removing spurious components in a modified incremental Gaussian mixture model	82
Landmark based guidance for reinforcement learning agents under partial observability	78
An unsupervised multi-manifold discriminant isomap algorithm based on the pairwise constraints	78
Bridging the gap: advancing the transparency and trustworthiness of network intrusion detection with explainable AI	63
Group decision-making method with directed graph under linguistic environment	62
Two-channel deep recursive multi-scale network based on multi-attention for no-reference image quality assessment	50
Adaptive condensed fuzzy monotonic K-nearest neighbors for monotonic classification	45
Compressed sensing using generative models based on fisher information	43
Pixel-patch combination loss for refined edge detection	42
Correntropy metric-based robust low-rank subspace clustering for motion segmentation	40
Multi-label learning with incomplete labels via dual manifold mappings	38
ClKI: closed-loop and knowledge iterative via self-distillation for image sentiment analysis	34
ULAF-Net: Ultra lightweight attention fusion network for real-time semantic segmentation	33
Multi-proposal collaboration and multi-task training for weakly-supervised video moment retrieval	32
GFD-SSL: generative federated knowledge distillation-based semi-supervised learning	31
A new supervised outlier detection method for hybrid data	30
Solving large-scale global optimization problems and engineering design problems using a novel biogeography-based optimization with Lévy and Brownian movements	29
Stochastic configuration network modeling method based on information superposition and mixture correntropy	28
Structural entropy-based scheduler for job planning problems using multi-agent reinforcement learning	28
Low-rank tensor learning with projection distance metric for multi-view clustering	28
Tripm: a multi-label deep learning SCA model for multi-byte attacks	27
Faster and lighter surface defect detection model for transparent wine bottle	27
Cross-lingual sentiment analysis empowered by emotional mutual reinforcement through emojis	26

Data augmentation for aspect-based sentiment analysis	25
Imbalanced driving scene recognition with class focal loss and data augmentation	24
KRAFS-ANet: A novel framework for EEG-based stress classification using channel selection and optimized ensemble stacking	23
CoDF-Net: coordinated-representation decision fusion network for emotion recognition with EEG and eye movement signals	23
Feature selection in high-dimensional data: an enhanced RIME optimization with information entropy pruning and DBSCAN clustering	23
Small target deep convolution recognition algorithm based on improved YOLOv4	23
Single image deraining via nonlinear recursive Conv-Transformer	22
Link prediction for multi-layer and heterogeneous cyber-physical networks	21
Minimum-cost based hidden Markov model with speed constraint for intruder trajectory recovery in utility tunnels	21
Modulation recognition based on adaptive denoising residual neural network	20
Rainfall prediction using time series data based on RSJSO_BiLSTM	19
Scheduling method with adaptive learning for microservice workflows with hybrid resource provisioning	19
Bgman: Boundary-Prior-Guided Multi-scale Aggregation Network for skin lesion segmentation	19
Adaptive exploration policy for exploration–exploitation tradeoff in continuous action control optimization	19
Deep feature dendrite with weak mapping for small-sample hyperspectral image classification	19
Outlier based intrusion detection in databases for user behaviour analysis using weighted sequential pattern mining	19
Dynamic maintenance of variable precision fuzzy neighborhood three-way regions in interval-valued fuzzy decision system	18
Boosting graph contrastive learning via adaptive graph augmentation and topology-feature-level homophily	18
LWTD: a novel light-weight transformer-like CNN architecture for driving scene dehazing	18
A new belief entropy measure in the weighted combination rule under DST with faulty diagnosis and real-life medical application	18
Multi-view collaborative learning for graph attribute imputation	18
A Gaussian RBM with binary auxiliary units	18
Robust unsupervised feature selection via dual space latent representation learning and adaptive structure learning	18
A channel dependency decoupled two-stream model for multivariate time series analysis	18
SiamATA: an asymmetric target-aware and frequency domain task-aware Siamese network for visual tracking	17
Non-local tensor sparse representation and tensor low rank regularization for dynamic MRI reconstruction	17
Learning cross-modality features for image caption generation	17
CHNSCDA: circRNA-disease association prediction based on strongly correlated heterogeneous neighbor sampling	17
Near-infrared fusion for deep lightness enhancement	17
Convergence analysis for sparse Pi-sigma neural network model with entropy error function	17
Uncertainty-based bootstrapped optimization for offline reinforcement learning	17
Multi-scale frequency domain learning for texture classification	17
Improving text classification via a soft dynamical label strategy	17
DRCW-FRkNN-OVO: distance-based related competence weighting based on fixed radius k nearest neighbour for one-vs-one scheme	17
Prompt-based data labeling method for aspect based sentiment analysis	17
Feature selection based L1alm-DT and MHT-LSTM for human activity recogition via sensor	16
PRR-TM: finding equilibria in adversarial team games via perfect-recall refinement and teammate modeling	16
Tree comprehensive diversity-based pruned deep forest	16
Reciprocal interlayer-temporal discriminative target model for robust visual tracking	16
An evolutionary feature selection method based on probability-based initialized particle swarm optimization	16
Optimal scale selection based on three-way decisions with decision-theoretic rough sets in multi-scale set-valued decision tables	16
2D-THA-ADMM: communication efficient distributed ADMM algorithm framework based on two-dimensional torus hierarchical AllReduce	16
TARN: a lightweight two-branch adaptive residual network for image super-resolution	16
A three-way decision method based on COPRAS in the weak probabilistic linguistic term set information systems	16
BUS-net: a bimodal ultrasound network for breast cancer diagnosis	15
A smoothing interval neural networks-based Caputo fractional-order gradient learning algorithm	15
Augmentation and heterogeneous graph neural network for AAAI2021-COVID-19 fake news detection	15
On generalization reducts in incomplete multi-scale decision tables	15
Fine-grained multimodal named entity recognition with heterogeneous image-text similarity graphs	15
Device-free indoor localization based on sparse coding with nonconvex regularization and adaptive relaxation localization criteria	15

PFDP: privacy-preserving federated distillation method for pretrained language models	15
An inspection method of rail head surface defect via bimodal structured light sensors	15
MSSTN: a multi-scale spatio-temporal network for traffic flow prediction	15
Global contextual attention for pure regression object detection	15
Augmenting web-based tourist support system with microblog analyzed data	14
Bee: towards a robust attribute reduction	14
An adaptive joint optimization framework for pruning and quantization	14
KGA: integrating KPCA and GAN for microbial data augmentation	14
Video person re-identification using key frame screening with index and feature reorganization based on inter-frame relation	14
Investigating human reading behavior during sentiment judgment	14
Online sequential fuzzy dropout extreme learning machine compensate for sliding-mode control system errors of uncertain robot manipulator	14
Weighted cluster-level social emotion classification across domains	13
Dimension-divided feature smoothing for graph neural network	13
Transformer-based contrastive learning framework for image anomaly detection	13
Hierarchical multilabel classification by exploiting label correlations	13
Correction to: Different treatments of pixels in unlabeled images for semi-supervised sonar image segmentation	13
A fuzzy clustering ensemble selection based on active full-link similarity	13
Character-Level Syntax Infusion in Pre-Trained Models for Chinese Semantic Role Labeling	13
CausalFD: causal invariance-based fraud detection against camouflaged preference	13
Face alignment combined with shape constraints and Gaussian heatmap	13
Progressive image dehazing network based on dual feature extraction modules	13
Constrained class-wise feature selection (CCFS)	13
Affinity-based elastic net intuitionistic fuzzy twin support vector machines	12
A comparative experimental evaluation on performance of type-1 and interval type-2 Takagi-Sugeno fuzzy models	12
Data augmentation using Heuristic Masked Language Modeling	12
Assessment of patients with Parkinson’s disease based on federated learning	12
A copy-move forgery detection technique using DBSCAN-based keypoint similarity matching	12
Speed control of electric vehicle by using type-2 fuzzy neural network	12
An efficient planning method based on deep reinforcement learning with hybrid actions for autonomous driving on highway	12
Class-structure preserving multi-view correlated discriminant analysis for multiblock data	12
KAMTFENet: a fall detection algorithm based on keypoint attention module and temporal feature extraction	11
Robust truncated L$$_2$$-norm twin support vector machine	11
Low-dimensional intrinsic dimension reveals a phase transition in gradient-based learning of deep neural networks	11
Comparative analysis of open-source federated learning frameworks - a literature-based survey and review	11
Recognition of odor and pleasantness based on olfactory EEG combined with functional brain network model	11
Training fuzzy deep neural network with honey badger algorithm for intrusion detection in cloud environment	11
Yolo-sd: simulated feature fusion for few-shot industrial defect detection based on YOLOv8 and stable diffusion	11
Recurrent neural network for solving several novel sales models: Try-Before-You-Buy	11
A Chinese named entity recognition model: integrating label knowledge and lexicon information	11
Multiple Span Bidirectional RWKV Network for Infrared Image Super-Resolution	11
Joint recognition for location and activity based on multidimensional features of CSI images	11
Improved dense residual network with the coordinate and pixel attention mechanisms for helmet detection	11
Robust graph-based multi-view clustering in latent embedding space	11
BenchMetrics Prob: benchmarking of probabilistic error/loss performance evaluation instruments for binary classification problems	10
Knowledge graph completion model based on hyperbolic hierarchical attention network	10
A multi-strategy hybrid cuckoo search algorithm with specular reflection based on a population linear decreasing strategy	10
Unsupervised video object segmentation: an affinity and edge learning approach	10
BCDetNet: a deep learning architecture for building change detection from bi-temporal high resolution satellite images	10
Graph embedded subspace clustering with entropy-based feature weighting	10
Explainable evaluation framework for facial expression recognition in web-based learning environments	10
A dynamic multi-swarm cooperation particle swarm optimization with dimension mutation for complex optimization problem	10
Target adaptive extreme learning machine for transfer learning	10
Hidden features extraction and amplification based on eigenvalue imaging and gray-level grouping for bearing fault diagnosis	10
Multilayer discriminative extreme learning machine for classification	10
Detection and analysis of android malwares using hybrid dual Path bi-LSTM Kepler dynamic graph convolutional network	10
Learning structure perception MLPs on graphs: a layer-wise graph knowledge distillation framework	10
Spectral–spatial discriminative broad graph convolution networks for hyperspectral image classification	10
Learning number reasoning for numerical table-to-text generation	10
HMNet: a hierarchical multi-modal network for educational video concept prediction	10
Gmad: multivariate time series anomaly detection based on graph matching learning	10
HDRC: a subjective quality assessment database for compressed high dynamic range image	9
Target detection algorithm based on multilayer attention mechanism-adaptive feature fusion network	9
TSLOD: a coupled generalized subsequence local outlier detection model for multivariate time series	9
Three-way unsupervised anomaly detection of sequential patterns	9
Deep interactive query design and progressive search for end-to-end detection of tiny object in aerial images	9
Enhanced side information fusion framework for sequential recommendation	9
An efficient decision making method based on hyperbolic fuzzy environment with new score function and its application in determining crime prone zones	9
NEWTR: a multipath routing for next hop destination in internet of things with artificial recurrent neural network (RNN)	9
Semi-supervised attribute reduction via attribute indiscernibility	9
Unsupervised domain specificity for knowledge transfer	9
LSTM-assisted evolutionary self-expressive subspace clustering	9
A projection and contraction method for circular cone programming support vector machines	9
SDGNN: Structure-aware Dual Graph Neural Network for Code Summarization	9
Adaptive fuzzy leader-following consensus for nonlinear multi-agent systems via state-constraint impulsive control	9
Hybrid deep graph convolutional networks	9
Pseudo-label driven deep hashing for unsupervised cross-modal retrieval	9
Selective relation-aware representations for person re-identification	9
Sequential attention layer-wise fusion network for multi-view classification	9
Learning relations in human-like style for few-shot fine-grained image classification	9
AM-CFDN: semi-supervised anomaly measure-based coal flow foreign object detection network	9

Self-representation with adaptive loss minimization via doubly stochastic graph regularization for robust unsupervised feature selection	8
Autoencoder-like non-negative matrix factorization with dual-graph constraints for multi-view clustering	8
Unsupervised image clustering algorithm based on contrastive learning and K-nearest neighbors	8
Knowledge structures construction and learning paths recommendation based on formal contexts	8
ExBCIL: an exemplar-based class incremental learning for intrusion detection system	8
Domain adaptation with optimized feature distribution for streamer action recognition in live video	8
Improved two-stage task allocation of distributed UAV swarms based on an improved auction mechanism	8
An interpretable neural network TV program recommendation based on SHAP	8
Three-way concept lattices triggered by Pythagorean fuzzy set and interval set	8
Dual insurance for generalized zero-shot learning	8
Android malware adversarial attacks based on feature importance prediction	8
Double-quantitative multigranulation rough fuzzy set based on logical operations in multi-source decision systems	8
Improving the estimation of distribution algorithm with a differential mutation for multilevel thresholding image segmentation	8
Hybrid generative adversarial network based on a mixed attention fusion module for multi-modal MR image synthesis algorithm	8
An improved adaptive ORB-SLAM method for monocular vision robot under dynamic environments	8
Generalized rough and fuzzy rough automata for semantic computing	8
Clustering analysis through artificial algae algorithm	8
RSGNN: residual structure graph neural network	8
Dissipativity-based asynchronous control for time-varying delay T–S fuzzy Markov jump systems with multisource disturbances and input saturation	8
Multi-stage transfer learning with BERTology-based language models for question answering system in vietnamese	8
AFMPM: adaptive feature map pruning method based on feature distillation	8
Attention recurrent cross-graph neural network for selecting premises	8
Detecting complex copy-move forgery using KeyPoint-Siamese Capsule Network against adversarial attacks	8
Hand gesture recognition using machine learning and infrared information: a systematic literature review	8
Study on deduction process and inference methods of decision implications	8
A robust semi-supervised deep learning approach for emotion recognition using EEG signals	8
Multi video summarization using query based deep optimization algorithm	8
A group incremental feature selection based on knowledge granularity under the context of clustering	8
Learning enhancing modality-invariant features for visible-infrared person re-identification	8
Unsupervised concept drift detection method based on robust random cut forest	8
Precise feature selection using suffix array algorithm of bioinformatics	8
Perturbation-based oversampling technique for imbalanced classification problems	8
CatSight, a direct path to proper multi-variate time series change detection: perceiving a concept drift through common spatial pattern	7
Fuzzy large margin distribution machine for classification	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
Fault detection of train mechanical parts using multi-mode aggregation feature enhanced convolution neural network	7
A novel framework based on the multi-label classification for dynamic selection of classifiers	7
Two-stage semi-supervised clustering ensemble framework based on constraint weight	7
Adaptive unsupervised feature selection with robust graph regularization	7
Observer-based mixed $$H_{\infty }$$ and passive control for T-S fuzzy semi-Markovian jump systems with time-varying delay via sliding mode method	7
Balance-driven automatic clustering for probability density functions using metaheuristic optimization	7
ConvHiA: convolutional network with hierarchical attention for knowledge graph multi-hop reasoning	7
Fault-tolerant control design for nonlinear multilateral teleoperation system with unreliable communication channels and actuator constraints	7
Dynamic graph-based attribute reduction approach with fuzzy rough sets	7
Seq2Seq-AFL: Fuzzing via sequence-to-sequence model	7
Profiling users with tag-enhanced spherical metric learning for recommendation	7
A decade’s overview of artificial intelligence in diagnosing: a scoping review	7
A unified approach to designing sequence-based personalized food recommendation systems: tackling dynamic user behaviors	7
Bilateral sensitivity analysis: a better understanding of a neural network	7
Gait coordination feature modeling and multi-scale gait representation for gait recognition	7
A novel method for image segmentation: two-stage decoding network with boundary attention	7
Multiview deep learning-based attack to break text-CAPTCHAs	7
Daily routines discovery based on weighted spatial-temporal features	7
Unsupervised domain adaptation by incremental learning for concept drifting data streams	7
Spatio-temporal graph cross-correlation auto-encoding network for wind power prediction	7
PaIaNet: position-aware and identification-aware network for low-light salient object detection	7
Kernel alignment-based three-way clustering on attribute space and its application in stroke risk identification	7
Dtla-net: a direct2d transformer with linear angle attention network for multi-organ medical image segmentation	7
Hybrid sampling-based contrastive learning for imbalanced node classification	7
Domain adaptive knowledge tracing	7
Visual tracking with screening region enrichment and target validation	7
Linguistic-valued layered concept lattice and its rule extraction	7
Leveraging LSTM and GRU-based deep neural coordination in intelligent transportation to strengthen security in the Internet of Vehicles	7
Optimized trajectory planning for the time efficient navigation of mobile robot in constrained environment	7
Online visual tracking via background-aware Siamese networks	6
SPAN: siampillars attention network for 3D object tracking in point clouds	6
HOGFormer: high-order graph convolution transformer for 3D human pose estimation	6
REMFLOW: RAG-enhanced multi-factor rainfall flooding warning in sponge airports via large language model	6
Fine-grained image recognition via trusted multi-granularity information fusion	6
Relational semantic-enhanced logic rule learning for knowledge graph completion	6
A hybrid similarity measure-based clustering approach for mixed attribute data	6
MU-OLTC: meta uncertainty calibration for open-set long-tailed classification	6
Multilevel hybrid accurate handcrafted model for myocardial infarction classification using ECG signals	6
Survey and open problems in privacy-preserving knowledge graph: merging, query, representation, completion, and applications	6
A simple combined projection method for conservative decision-making	6
Robust non-negative supervised low-rank discriminant embedding (NSLRDE) for feature extraction	6
A stochastic sensitivity-based multi-objective optimization method for short-term wind speed interval prediction	6
Graph augmentation against structural poisoning attacks via structure and attribute reconciliation	6
ESRM: an efficient regression model based on random kernels for side channel analysis	6
Probabilistic multiplicative unbalanced linguistic term set and its application in matrix games	6
Large language models for medicine: a survey	6
Cross channel aggregation similarity network for salient object detection	6
Multi-agent cooperation policy gradient method based on enhanced exploration for cooperative tasks	6
Robust speech recognition method based on dense time–frequency convolution and bispectral refinement enhancement	6
HFCCW: A Novel Hybrid Filter-Clustering-Coevolutionary Wrapper Feature Selection Approach for Network Anomaly Detection	6
A multi-level classification and prediction of unbalanced dataset real and fake faces using hybrid CMNV2 and deep learning methods	6
Novel multi-label feature selection via label enhancement and relative maximal discernibility pairs	6
ETCGN: entity type-constrained graph networks for document-level relation extraction	6
WTGCN: wavelet transform graph convolution network for pedestrian trajectory prediction	6
Recent development of hashing-based image retrieval in non-stationary environments	6
A survey on federated learning: challenges and applications	6
Underwater image enhancement based on multiscale fusion generative adversarial network	6
sEMG based hand gesture recognition with deformable convolutional network	6
Frequency domain adaptive framework for visible-infrared person re-identification	6