International Journal of Machine Learning and Cybernetics

Article	Citations
The concept information of graph granule with application to knowledge graph embedding	390
An unsupervised multi-manifold discriminant isomap algorithm based on the pairwise constraints	153
Group decision-making method with directed graph under linguistic environment	94
Two-channel deep recursive multi-scale network based on multi-attention for no-reference image quality assessment	93
Pixel-patch combination loss for refined edge detection	72
Correntropy metric-based robust low-rank subspace clustering for motion segmentation	64
Multi-label learning with incomplete labels via dual manifold mappings	57
ClKI: closed-loop and knowledge iterative via self-distillation for image sentiment analysis	49
GFD-SSL: generative federated knowledge distillation-based semi-supervised learning	47
Low-rank tensor learning with projection distance metric for multi-view clustering	45
Stochastic configuration network modeling method based on information superposition and mixture correntropy	41
A new supervised outlier detection method for hybrid data	40
KRAFS-ANet: A novel framework for EEG-based stress classification using channel selection and optimized ensemble stacking	38
Adaptive condensed fuzzy monotonic K-nearest neighbors for monotonic classification	37
Faster and lighter surface defect detection model for transparent wine bottle	33
Cross-lingual sentiment analysis empowered by emotional mutual reinforcement through emojis	33
Landmark based guidance for reinforcement learning agents under partial observability	31
Data augmentation for aspect-based sentiment analysis	31
ULAF-Net: Ultra lightweight attention fusion network for real-time semantic segmentation	30
Observer-based finite-time asynchronous sliding mode control with quantized outputs for hidden Markov jump systems	30
Imbalanced driving scene recognition with class focal loss and data augmentation	30
Small target deep convolution recognition algorithm based on improved YOLOv4	30
Exploiting graph neural network with one-shot learning for fault diagnosis of rotating machinery	29
Solving large-scale global optimization problems and engineering design problems using a novel biogeography-based optimization with Lévy and Brownian movements	29
Feature selection in high-dimensional data: an enhanced RIME optimization with information entropy pruning and DBSCAN clustering	29

Tripm: a multi-label deep learning SCA model for multi-byte attacks	26
A novel hybrid approach to detect clients in federated learning for industrial internet of things	26
Multi-proposal collaboration and multi-task training for weakly-supervised video moment retrieval	26
Structural entropy-based scheduler for job planning problems using multi-agent reinforcement learning	26
Bridging the gap: advancing the transparency and trustworthiness of network intrusion detection with explainable AI	25
Minimum-cost based hidden Markov model with speed constraint for intruder trajectory recovery in utility tunnels	24
A novel adaptive methodology for removing spurious components in a modified incremental Gaussian mixture model	24
CoDF-Net: coordinated-representation decision fusion network for emotion recognition with EEG and eye movement signals	24
Link prediction for multi-layer and heterogeneous cyber-physical networks	23
Modulation recognition based on adaptive denoising residual neural network	22
Tree comprehensive diversity-based pruned deep forest	21
Adaptive dynamic graphs for anomaly detection via inter- and intra-diffusion	21
Deep feature dendrite with weak mapping for small-sample hyperspectral image classification	20
A new belief entropy measure in the weighted combination rule under DST with faulty diagnosis and real-life medical application	20
Multi-view collaborative learning for graph attribute imputation	20
Prompt-based data labeling method for aspect based sentiment analysis	20
A three-way decision method based on COPRAS in the weak probabilistic linguistic term set information systems	20
Non-local tensor sparse representation and tensor low rank regularization for dynamic MRI reconstruction	20
Multi-scale frequency domain learning for texture classification	20
Uncertainty-based bootstrapped optimization for offline reinforcement learning	20
LWTD: a novel light-weight transformer-like CNN architecture for driving scene dehazing	19
Near-infrared fusion for deep lightness enhancement	19
Rainfall prediction using time series data based on RSJSO_BiLSTM	19
Robust unsupervised feature selection via dual space latent representation learning and adaptive structure learning	19
Dynamic maintenance of variable precision fuzzy neighborhood three-way regions in interval-valued fuzzy decision system	19
A channel dependency decoupled two-stream model for multivariate time series analysis	19
A Gaussian RBM with binary auxiliary units	19
Reciprocal interlayer-temporal discriminative target model for robust visual tracking	18
DRCW-FRkNN-OVO: distance-based related competence weighting based on fixed radius k nearest neighbour for one-vs-one scheme	18
Improving text classification via a soft dynamical label strategy	18
Learning cross-modality features for image caption generation	18
SiamATA: an asymmetric target-aware and frequency domain task-aware Siamese network for visual tracking	18
CHNSCDA: circRNA-disease association prediction based on strongly correlated heterogeneous neighbor sampling	18
Convergence analysis for sparse Pi-sigma neural network model with entropy error function	18
PRR-TM: finding equilibria in adversarial team games via perfect-recall refinement and teammate modeling	17
Single image deraining via nonlinear recursive Conv-Transformer	17
Feature selection based L1alm-DT and MHT-LSTM for human activity recogition via sensor	17
Bgman: Boundary-Prior-Guided Multi-scale Aggregation Network for skin lesion segmentation	17
Boosting graph contrastive learning via adaptive graph augmentation and topology-feature-level homophily	17
2D-THA-ADMM: communication efficient distributed ADMM algorithm framework based on two-dimensional torus hierarchical AllReduce	17
Outlier based intrusion detection in databases for user behaviour analysis using weighted sequential pattern mining	17
Evolutionary neural architecture search based on a modified particle swarm optimization	17
Global contextual attention for pure regression object detection	16
An evolutionary feature selection method based on probability-based initialized particle swarm optimization	16
Investigating human reading behavior during sentiment judgment	16
PFDP: privacy-preserving federated distillation method for pretrained language models	16
KGA: integrating KPCA and GAN for microbial data augmentation	16
MSSTN: a multi-scale spatio-temporal network for traffic flow prediction	16
A smoothing interval neural networks-based Caputo fractional-order gradient learning algorithm	15
Video person re-identification using key frame screening with index and feature reorganization based on inter-frame relation	15

Multiple Span Bidirectional RWKV Network for Infrared Image Super-Resolution	15
KAMTFENet: a fall detection algorithm based on keypoint attention module and temporal feature extraction	15
TARN: a lightweight two-branch adaptive residual network for image super-resolution	15
Training fuzzy deep neural network with honey badger algorithm for intrusion detection in cloud environment	15
Bee: towards a robust attribute reduction	14
Optimal scale selection based on three-way decisions with decision-theoretic rough sets in multi-scale set-valued decision tables	14
Augmenting web-based tourist support system with microblog analyzed data	14
Data augmentation using Heuristic Masked Language Modeling	14
Constrained class-wise feature selection (CCFS)	14
Progressive image dehazing network based on dual feature extraction modules	14
Fine-grained multimodal named entity recognition with heterogeneous image-text similarity graphs	14
Affinity-based elastic net intuitionistic fuzzy twin support vector machines	13
Transformer-based contrastive learning framework for image anomaly detection	13
Dimension-divided feature smoothing for graph neural network	13
Class-structure preserving multi-view correlated discriminant analysis for multiblock data	13
CausalFD: causal invariance-based fraud detection against camouflaged preference	13
Correction to: Different treatments of pixels in unlabeled images for semi-supervised sonar image segmentation	13
Face alignment combined with shape constraints and Gaussian heatmap	12
Online sequential fuzzy dropout extreme learning machine compensate for sliding-mode control system errors of uncertain robot manipulator	12
Weighted cluster-level social emotion classification across domains	12
An efficient planning method based on deep reinforcement learning with hybrid actions for autonomous driving on highway	12
Assessment of patients with Parkinson’s disease based on federated learning	12
An adaptive joint optimization framework for pruning and quantization	12
Fusing micro-preserved representations and item-homogeneous relationships for graph convolution collaborative filtering	12
Device-free indoor localization based on sparse coding with nonconvex regularization and adaptive relaxation localization criteria	12
Speed control of electric vehicle by using type-2 fuzzy neural network	12
Recognition of odor and pleasantness based on olfactory EEG combined with functional brain network model	12
An inspection method of rail head surface defect via bimodal structured light sensors	12
Resilient intrusion detection system for adversarial attacks on Low-Rate DDoS	12
On generalization reducts in incomplete multi-scale decision tables	12
SGSA-C: a new spiky gravitational search algorithm clustering method for segmentation	12
Dynamic multi-objective optimization control for wastewater treatment process under various operating conditions	12
A fuzzy clustering ensemble selection based on active full-link similarity	12
A copy-move forgery detection technique using DBSCAN-based keypoint similarity matching	12
Recurrent neural network for solving several novel sales models: Try-Before-You-Buy	11
BCDetNet: a deep learning architecture for building change detection from bi-temporal high resolution satellite images	11
Low-dimensional intrinsic dimension reveals a phase transition in gradient-based learning of deep neural networks	11
BUS-net: a bimodal ultrasound network for breast cancer diagnosis	11
Hidden features extraction and amplification based on eigenvalue imaging and gray-level grouping for bearing fault diagnosis	11
Knowledge graph completion model based on hyperbolic hierarchical attention network	11
Multilayer discriminative extreme learning machine for classification	11
Gmad: multivariate time series anomaly detection based on graph matching learning	11
Unsupervised video object segmentation: an affinity and edge learning approach	11
A Chinese named entity recognition model: integrating label knowledge and lexicon information	11
Hierarchical multilabel classification by exploiting label correlations	11
Augmentation and heterogeneous graph neural network for AAAI2021-COVID-19 fake news detection	11
Detection and analysis of android malwares using hybrid dual Path bi-LSTM Kepler dynamic graph convolutional network	11
Improved dense residual network with the coordinate and pixel attention mechanisms for helmet detection	11
Learning structure perception MLPs on graphs: a layer-wise graph knowledge distillation framework	11
Robust graph-based multi-view clustering in latent embedding space	11
Graph embedded subspace clustering with entropy-based feature weighting	11
GSO-BiLSTM: performance assessment of IoT enable smart irrigation system using intelligent algorithms	11
HMNet: a hierarchical multi-modal network for educational video concept prediction	11
Target adaptive extreme learning machine for transfer learning	11
A dynamic multi-swarm cooperation particle swarm optimization with dimension mutation for complex optimization problem	10
A robust semi-supervised deep learning approach for emotion recognition using EEG signals	10
Deep interactive query design and progressive search for end-to-end detection of tiny object in aerial images	10
Selective relation-aware representations for person re-identification	10
Unsupervised domain specificity for knowledge transfer	10
An efficient decision making method based on hyperbolic fuzzy environment with new score function and its application in determining crime prone zones	10
HDRC: a subjective quality assessment database for compressed high dynamic range image	10
Explainable evaluation framework for facial expression recognition in web-based learning environments	10
A mathematical modeling of detection capability of PDT with planar thickness sector field of view and projectile signal recognition algorithm	10
A multi-strategy hybrid cuckoo search algorithm with specular reflection based on a population linear decreasing strategy	10
Learning relations in human-like style for few-shot fine-grained image classification	10
Enhanced side information fusion framework for sequential recommendation	10
Knowledge structures construction and learning paths recommendation based on formal contexts	10
Unsupervised image clustering algorithm based on contrastive learning and K-nearest neighbors	10
Yolo-sd: simulated feature fusion for few-shot industrial defect detection based on YOLOv8 and stable diffusion	10
Joint recognition for location and activity based on multidimensional features of CSI images	10
TSLOD: a coupled generalized subsequence local outlier detection model for multivariate time series	10
Spectral–spatial discriminative broad graph convolution networks for hyperspectral image classification	10
AM-CFDN: semi-supervised anomaly measure-based coal flow foreign object detection network	10
Improving the estimation of distribution algorithm with a differential mutation for multilevel thresholding image segmentation	10
Double-quantitative multigranulation rough fuzzy set based on logical operations in multi-source decision systems	10
Study on deduction process and inference methods of decision implications	10
Comparative analysis of open-source federated learning frameworks - a literature-based survey and review	10
BenchMetrics Prob: benchmarking of probabilistic error/loss performance evaluation instruments for binary classification problems	10
Fourier-based degradation-aware transformer-style network for blind image super-resolution	10
SDGNN: Structure-aware Dual Graph Neural Network for Code Summarization	9

Hybrid deep graph convolutional networks	9
Fuzzy $$\beta$$ covering based self-information for feature selection	9
User preference representation and dual contrastive learning for knowledge-aware recommendation	9
Clustering analysis through artificial algae algorithm	9
Autoencoder-like non-negative matrix factorization with dual-graph constraints for multi-view clustering	9
Semi-supervised attribute reduction via attribute indiscernibility	9
Target detection algorithm based on multilayer attention mechanism-adaptive feature fusion network	9
Three-way unsupervised anomaly detection of sequential patterns	9
An improved adaptive ORB-SLAM method for monocular vision robot under dynamic environments	9
Sequential attention layer-wise fusion network for multi-view classification	9
Detecting complex copy-move forgery using KeyPoint-Siamese Capsule Network against adversarial attacks	9
Pseudo-label driven deep hashing for unsupervised cross-modal retrieval	9
A lightweight CNN malware classification method for software detection	9
Hybrid generative adversarial network based on a mixed attention fusion module for multi-modal MR image synthesis algorithm	9
Multi video summarization using query based deep optimization algorithm	9
NEWTR: a multipath routing for next hop destination in internet of things with artificial recurrent neural network (RNN)	9
Generalized rough and fuzzy rough automata for semantic computing	9
Fault detection of train mechanical parts using multi-mode aggregation feature enhanced convolution neural network	8
Android malware adversarial attacks based on feature importance prediction	8
Multi-stage transfer learning with BERTology-based language models for question answering system in vietnamese	8
Hybrid sampling-based contrastive learning for imbalanced node classification	8
GLinear: multivariate time series forecasting method towards controllable and efficient grouping	8
Domain adaptation with optimized feature distribution for streamer action recognition in live video	8
Three-way concept lattices triggered by Pythagorean fuzzy set and interval set	8
An interpretable neural network TV program recommendation based on SHAP	8
Precise feature selection using suffix array algorithm of bioinformatics	8
Multi-layered security architecture for IoMT systems: integrating dynamic key management, decentralized storage, and dependable intrusion detection framework	8
A novel framework based on the multi-label classification for dynamic selection of classifiers	8
Adaptive unsupervised feature selection with robust graph regularization	8
Improved two-stage task allocation of distributed UAV swarms based on an improved auction mechanism	8
Dtla-net: a direct2d transformer with linear angle attention network for multi-organ medical image segmentation	8
Two-stage semi-supervised clustering ensemble framework based on constraint weight	8
Attention recurrent cross-graph neural network for selecting premises	8
ExBCIL: an exemplar-based class incremental learning for intrusion detection system	8
Unsupervised concept drift detection method based on robust random cut forest	8
AFMPM: adaptive feature map pruning method based on feature distillation	8
Dissipativity-based asynchronous control for time-varying delay T–S fuzzy Markov jump systems with multisource disturbances and input saturation	8
Bilateral sensitivity analysis: a better understanding of a neural network	8
LeDoFAN: enhancing lengthy document fake news identification leveraging large language models and explainable window-based transformers with n-gram expulsion	8
Self-representation with adaptive loss minimization via doubly stochastic graph regularization for robust unsupervised feature selection	8
A unified approach to designing sequence-based personalized food recommendation systems: tackling dynamic user behaviors	8
RSGNN: residual structure graph neural network	8
A decade’s overview of artificial intelligence in diagnosing: a scoping review	8
Learning enhancing modality-invariant features for visible-infrared person re-identification	8
Dual insurance for generalized zero-shot learning	8
Gait coordination feature modeling and multi-scale gait representation for gait recognition	7
Seq2Seq-AFL: Fuzzing via sequence-to-sequence model	7
SPAN: siampillars attention network for 3D object tracking in point clouds	7
Research on a deep ensemble forest flatness prediction model for industrial cold rolling mill	7
Unsupervised domain adaptation by incremental learning for concept drifting data streams	7
Leveraging LSTM and GRU-based deep neural coordination in intelligent transportation to strengthen security in the Internet of Vehicles	7
CatSight, a direct path to proper multi-variate time series change detection: perceiving a concept drift through common spatial pattern	7
Spatio-temporal graph cross-correlation auto-encoding network for wind power prediction	7
Novel multi-label feature selection via label enhancement and relative maximal discernibility pairs	7
Daily routines discovery based on weighted spatial-temporal features	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
Dual-driven embedded feature selection method based on fuzzy decision consistency and classification reward mechanism	7
Optimized trajectory planning for the time efficient navigation of mobile robot in constrained environment	7
Predicting risk of coronary heart disease using a teaching–learning seagull optimization algorithm with the lightboost based gradient boosting machine	7
Causal intervention for knowledge graph denoising in recommender systems	7
Robust non-negative supervised low-rank discriminant embedding (NSLRDE) for feature extraction	7
A novel method for image segmentation: two-stage decoding network with boundary attention	7
Balance-driven automatic clustering for probability density functions using metaheuristic optimization	7
PaIaNet: position-aware and identification-aware network for low-light salient object detection	7
ConvHiA: convolutional network with hierarchical attention for knowledge graph multi-hop reasoning	7
Self-paced and Bayes-decision-rule linear KNN prediction	7
Profiling users with tag-enhanced spherical metric learning for recommendation	7
Visual tracking with screening region enrichment and target validation	7
A group incremental feature selection based on knowledge granularity under the context of clustering	7
Fuzzy large margin distribution machine for classification	7
A stochastic variance-reduced coordinate descent algorithm for learning sparse Bayesian network from discrete high-dimensional data	7
Domain generalization by distribution estimation	7
Fault-tolerant control design for nonlinear multilateral teleoperation system with unreliable communication channels and actuator constraints	7
DmADs-Net: dense multiscale attention and depth-supervised network for medical image segmentation	7
Dynamic graph-based attribute reduction approach with fuzzy rough sets	7
Multiview deep learning-based attack to break text-CAPTCHAs	7
Event-triggered adaptive fuzzy echo-state-network control of state constrained nonlinear switched systems with asynchronous switching	7
HOGFormer: high-order graph convolution transformer for 3D human pose estimation	7
Domain adaptive knowledge tracing	7
Kernel alignment-based three-way clustering on attribute space and its application in stroke risk identification	7
Perturbation-based oversampling technique for imbalanced classification problems	7
CovidViT: a novel neural network with self-attention mechanism to detect Covid-19 through X-ray images	6
Underwater image enhancement based on multiscale fusion generative adversarial network	6
Concept learning consistency under three-way decision paradigm	6
Learning to share by masking the non-shared for multi-domain sentiment classification	6
Guaranteed performance control for delayed Markov jump neural networks with output quantization and data-injection attacks	6
Adaptive label modification based on uncertainty learning for facial expression recognition in the wild	6
Long-short interest network with graph-based method for sequential recommendation	6
Multi-agent cooperation policy gradient method based on enhanced exploration for cooperative tasks	6
Research on a hierarchical intervention algorithm for violent crime based on CLGA-Net	6
Attribute encoding transformer on unattributed dynamic graphs for anomaly detection	6
Adversarial feature augmentation via transformer-level feature fusion for imbalanced data classification	6
Antenna optimization based on master-apprentice broad learning system	6
A hierarchical reasoning graph neural network for the automatic scoring of answer transcriptions in video job interviews	6
A novel stratification clustering algorithm based on a new local density estimation method and an improved local inter-cluster distance measure	6