International Journal of Machine Learning and Cybernetics

Article	Citations
The concept information of graph granule with application to knowledge graph embedding	365
An unsupervised multi-manifold discriminant isomap algorithm based on the pairwise constraints	131
Bridging the gap: advancing the transparency and trustworthiness of network intrusion detection with explainable AI	93
Group decision-making method with directed graph under linguistic environment	89
Two-channel deep recursive multi-scale network based on multi-attention for no-reference image quality assessment	71
Pixel-patch combination loss for refined edge detection	65
Correntropy metric-based robust low-rank subspace clustering for motion segmentation	59
Multi-label learning with incomplete labels via dual manifold mappings	55
ClKI: closed-loop and knowledge iterative via self-distillation for image sentiment analysis	47
GFD-SSL: generative federated knowledge distillation-based semi-supervised learning	45
Solving large-scale global optimization problems and engineering design problems using a novel biogeography-based optimization with Lévy and Brownian movements	45
Low-rank tensor learning with projection distance metric for multi-view clustering	41
Compressed sensing using generative models based on fisher information	41
Exploiting graph neural network with one-shot learning for fault diagnosis of rotating machinery	38
Stochastic configuration network modeling method based on information superposition and mixture correntropy	38
Cross-lingual sentiment analysis empowered by emotional mutual reinforcement through emojis	37
Data augmentation for aspect-based sentiment analysis	36
CoDF-Net: coordinated-representation decision fusion network for emotion recognition with EEG and eye movement signals	31
Adaptive condensed fuzzy monotonic K-nearest neighbors for monotonic classification	30
Landmark based guidance for reinforcement learning agents under partial observability	30
KRAFS-ANet: A novel framework for EEG-based stress classification using channel selection and optimized ensemble stacking	30
Faster and lighter surface defect detection model for transparent wine bottle	30
Small target deep convolution recognition algorithm based on improved YOLOv4	30
A new supervised outlier detection method for hybrid data	29
ULAF-Net: Ultra lightweight attention fusion network for real-time semantic segmentation	29

Imbalanced driving scene recognition with class focal loss and data augmentation	28
Observer-based finite-time asynchronous sliding mode control with quantized outputs for hidden Markov jump systems	28
Multi-proposal collaboration and multi-task training for weakly-supervised video moment retrieval	27
Structural entropy-based scheduler for job planning problems using multi-agent reinforcement learning	26
Tripm: a multi-label deep learning SCA model for multi-byte attacks	26
Feature selection in high-dimensional data: an enhanced RIME optimization with information entropy pruning and DBSCAN clustering	26
A novel adaptive methodology for removing spurious components in a modified incremental Gaussian mixture model	25
A novel hybrid approach to detect clients in federated learning for industrial internet of things	25
Minimum-cost based hidden Markov model with speed constraint for intruder trajectory recovery in utility tunnels	24
Link prediction for multi-layer and heterogeneous cyber-physical networks	24
Modulation recognition based on adaptive denoising residual neural network	23
Scheduling method with adaptive learning for microservice workflows with hybrid resource provisioning	22
Adaptive dynamic graphs for anomaly detection via inter- and intra-diffusion	21
Tree comprehensive diversity-based pruned deep forest	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
Uncertainty-based bootstrapped optimization for offline reinforcement learning	20
Rainfall prediction using time series data based on RSJSO_BiLSTM	20
Multi-view collaborative learning for graph attribute imputation	20
A three-way decision method based on COPRAS in the weak probabilistic linguistic term set information systems	20
Deep feature dendrite with weak mapping for small-sample hyperspectral image classification	19
Dynamic maintenance of variable precision fuzzy neighborhood three-way regions in interval-valued fuzzy decision system	19
LWTD: a novel light-weight transformer-like CNN architecture for driving scene dehazing	19
A channel dependency decoupled two-stream model for multivariate time series analysis	19
A Gaussian RBM with binary auxiliary units	19
Adaptive exploration policy for exploration–exploitation tradeoff in continuous action control optimization	19
Multi-scale frequency domain learning for texture classification	19
Robust unsupervised feature selection via dual space latent representation learning and adaptive structure learning	19
2D-THA-ADMM: communication efficient distributed ADMM algorithm framework based on two-dimensional torus hierarchical AllReduce	18
Learning cross-modality features for image caption generation	18
Near-infrared fusion for deep lightness enhancement	18
SiamATA: an asymmetric target-aware and frequency domain task-aware Siamese network for visual tracking	18
Prompt-based data labeling method for aspect based sentiment analysis	18
PRR-TM: finding equilibria in adversarial team games via perfect-recall refinement and teammate modeling	18
Improving text classification via a soft dynamical label strategy	18
DRCW-FRkNN-OVO: distance-based related competence weighting based on fixed radius k nearest neighbour for one-vs-one scheme	18
Reciprocal interlayer-temporal discriminative target model for robust visual tracking	18
Feature selection based L1alm-DT and MHT-LSTM for human activity recogition via sensor	18
Convergence analysis for sparse Pi-sigma neural network model with entropy error function	18
CHNSCDA: circRNA-disease association prediction based on strongly correlated heterogeneous neighbor sampling	18
An evolutionary feature selection method based on probability-based initialized particle swarm optimization	17
Training fuzzy deep neural network with honey badger algorithm for intrusion detection in cloud environment	17
Boosting graph contrastive learning via adaptive graph augmentation and topology-feature-level homophily	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
Single image deraining via nonlinear recursive Conv-Transformer	17
Bgman: Boundary-Prior-Guided Multi-scale Aggregation Network for skin lesion segmentation	17
MSSTN: a multi-scale spatio-temporal network for traffic flow prediction	16
BUS-net: a bimodal ultrasound network for breast cancer diagnosis	16
Video person re-identification using key frame screening with index and feature reorganization based on inter-frame relation	16

TARN: a lightweight two-branch adaptive residual network for image super-resolution	16
A smoothing interval neural networks-based Caputo fractional-order gradient learning algorithm	16
KGA: integrating KPCA and GAN for microbial data augmentation	15
PFDP: privacy-preserving federated distillation method for pretrained language models	15
Investigating human reading behavior during sentiment judgment	15
Global contextual attention for pure regression object detection	15
Multiple Span Bidirectional RWKV Network for Infrared Image Super-Resolution	15
Hierarchical multilabel classification by exploiting label correlations	14
Bee: towards a robust attribute reduction	14
A fuzzy clustering ensemble selection based on active full-link similarity	14
Transformer-based contrastive learning framework for image anomaly detection	14
CausalFD: causal invariance-based fraud detection against camouflaged preference	14
Augmenting web-based tourist support system with microblog analyzed data	14
Dimension-divided feature smoothing for graph neural network	14
Constrained class-wise feature selection (CCFS)	14
KAMTFENet: a fall detection algorithm based on keypoint attention module and temporal feature extraction	14
SGSA-C: a new spiky gravitational search algorithm clustering method for segmentation	13
Assessment of patients with Parkinson’s disease based on federated learning	13
Class-structure preserving multi-view correlated discriminant analysis for multiblock data	13
Affinity-based elastic net intuitionistic fuzzy twin support vector machines	13
An adaptive joint optimization framework for pruning and quantization	13
Correction to: Different treatments of pixels in unlabeled images for semi-supervised sonar image segmentation	13
A copy-move forgery detection technique using DBSCAN-based keypoint similarity matching	12
Progressive image dehazing network based on dual feature extraction modules	12
On generalization reducts in incomplete multi-scale decision tables	12
Face alignment combined with shape constraints and Gaussian heatmap	12
Fine-grained multimodal named entity recognition with heterogeneous image-text similarity graphs	12
Device-free indoor localization based on sparse coding with nonconvex regularization and adaptive relaxation localization criteria	12
Resilient intrusion detection system for adversarial attacks on Low-Rate DDoS	12
Weighted cluster-level social emotion classification across domains	12
Online sequential fuzzy dropout extreme learning machine compensate for sliding-mode control system errors of uncertain robot manipulator	12
Speed control of electric vehicle by using type-2 fuzzy neural network	12
Optimal scale selection based on three-way decisions with decision-theoretic rough sets in multi-scale set-valued decision tables	12
Fusing micro-preserved representations and item-homogeneous relationships for graph convolution collaborative filtering	12
Recognition of odor and pleasantness based on olfactory EEG combined with functional brain network model	12
Character-Level Syntax Infusion in Pre-Trained Models for Chinese Semantic Role Labeling	12
An inspection method of rail head surface defect via bimodal structured light sensors	12
Data augmentation using Heuristic Masked Language Modeling	12
Hidden features extraction and amplification based on eigenvalue imaging and gray-level grouping for bearing fault diagnosis	11
Unsupervised video object segmentation: an affinity and edge learning approach	11
Multilayer discriminative extreme learning machine for classification	11
Improved dense residual network with the coordinate and pixel attention mechanisms for helmet detection	11
Augmentation and heterogeneous graph neural network for AAAI2021-COVID-19 fake news detection	11
Low-dimensional intrinsic dimension reveals a phase transition in gradient-based learning of deep neural networks	11
HMNet: a hierarchical multi-modal network for educational video concept prediction	11
Target adaptive extreme learning machine for transfer learning	11
Gmad: multivariate time series anomaly detection based on graph matching learning	11
Fourier-based degradation-aware transformer-style network for blind image super-resolution	11
An efficient planning method based on deep reinforcement learning with hybrid actions for autonomous driving on highway	11
Robust graph-based multi-view clustering in latent embedding space	11
Graph embedded subspace clustering with entropy-based feature weighting	11
Knowledge graph completion model based on hyperbolic hierarchical attention network	11
Recurrent neural network for solving several novel sales models: Try-Before-You-Buy	11
Detection and analysis of android malwares using hybrid dual Path bi-LSTM Kepler dynamic graph convolutional network	11
BCDetNet: a deep learning architecture for building change detection from bi-temporal high resolution satellite images	11
A Chinese named entity recognition model: integrating label knowledge and lexicon information	11
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
Spectral–spatial discriminative broad graph convolution networks for hyperspectral image classification	10
TSLOD: a coupled generalized subsequence local outlier detection model for multivariate time series	10
Double-quantitative multigranulation rough fuzzy set based on logical operations in multi-source decision systems	10
Deep interactive query design and progressive search for end-to-end detection of tiny object in aerial images	10
Sequential attention layer-wise fusion network for multi-view classification	10
An improved adaptive ORB-SLAM method for monocular vision robot under dynamic environments	10
Comparative analysis of open-source federated learning frameworks - a literature-based survey and review	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
A mathematical modeling of detection capability of PDT with planar thickness sector field of view and projectile signal recognition algorithm	10
Unsupervised domain specificity for knowledge transfer	10
Improving the estimation of distribution algorithm with a differential mutation for multilevel thresholding image segmentation	10
Learning relations in human-like style for few-shot fine-grained image classification	10
Three-way unsupervised anomaly detection of sequential patterns	10
An efficient decision making method based on hyperbolic fuzzy environment with new score function and its application in determining crime prone zones	10
BenchMetrics Prob: benchmarking of probabilistic error/loss performance evaluation instruments for binary classification problems	10
Learning structure perception MLPs on graphs: a layer-wise graph knowledge distillation framework	10
A multi-strategy hybrid cuckoo search algorithm with specular reflection based on a population linear decreasing strategy	10
HDRC: a subjective quality assessment database for compressed high dynamic range image	10
Clustering analysis through artificial algae algorithm	10
Enhanced side information fusion framework for sequential recommendation	10
Selective relation-aware representations for person re-identification	10

A robust semi-supervised deep learning approach for emotion recognition using EEG signals	10
Fuzzy $$\beta$$ covering based self-information for feature selection	9
Hybrid generative adversarial network based on a mixed attention fusion module for multi-modal MR image synthesis algorithm	9
SDGNN: Structure-aware Dual Graph Neural Network for Code Summarization	9
Knowledge structures construction and learning paths recommendation based on formal contexts	9
Pseudo-label driven deep hashing for unsupervised cross-modal retrieval	9
Generalized rough and fuzzy rough automata for semantic computing	9
Detecting complex copy-move forgery using KeyPoint-Siamese Capsule Network against adversarial attacks	9
Dual insurance for generalized zero-shot learning	9
Hybrid deep graph convolutional networks	9
Semi-supervised attribute reduction via attribute indiscernibility	9
A lightweight CNN malware classification method for software detection	9
Unsupervised image clustering algorithm based on contrastive learning and K-nearest neighbors	9
Multi video summarization using query based deep optimization algorithm	9
A group incremental feature selection based on knowledge granularity under the context of clustering	9
AFMPM: adaptive feature map pruning method based on feature distillation	9
Target detection algorithm based on multilayer attention mechanism-adaptive feature fusion network	9
NEWTR: a multipath routing for next hop destination in internet of things with artificial recurrent neural network (RNN)	9
Study on deduction process and inference methods of decision implications	9
AM-CFDN: semi-supervised anomaly measure-based coal flow foreign object detection network	9
User preference representation and dual contrastive learning for knowledge-aware recommendation	9
Autoencoder-like non-negative matrix factorization with dual-graph constraints for multi-view clustering	9
Learning enhancing modality-invariant features for visible-infrared person re-identification	9
A novel method for image segmentation: two-stage decoding network with boundary attention	8
Dual-driven embedded feature selection method based on fuzzy decision consistency and classification reward mechanism	8
Hybrid sampling-based contrastive learning for imbalanced node classification	8
Self-representation with adaptive loss minimization via doubly stochastic graph regularization for robust unsupervised feature selection	8
Multi-layered security architecture for IoMT systems: integrating dynamic key management, decentralized storage, and dependable intrusion detection framework	8
Multi-stage transfer learning with BERTology-based language models for question answering system in vietnamese	8
Bilateral sensitivity analysis: a better understanding of a neural network	8
Domain adaptation with optimized feature distribution for streamer action recognition in live video	8
Dissipativity-based asynchronous control for time-varying delay T–S fuzzy Markov jump systems with multisource disturbances and input saturation	8
ExBCIL: an exemplar-based class incremental learning for intrusion detection system	8
Fault detection of train mechanical parts using multi-mode aggregation feature enhanced convolution neural network	8
Domain adaptive knowledge tracing	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
Precise feature selection using suffix array algorithm of bioinformatics	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
Adaptive unsupervised feature selection with robust graph regularization	8
Unsupervised concept drift detection method based on robust random cut forest	8
Attention recurrent cross-graph neural network for selecting premises	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
Visual tracking with screening region enrichment and target validation	8
Kernel alignment-based three-way clustering on attribute space and its application in stroke risk identification	8
A novel framework based on the multi-label classification for dynamic selection of classifiers	8
Perturbation-based oversampling technique for imbalanced classification problems	8
RSGNN: residual structure graph neural network	8
Two-stage semi-supervised clustering ensemble framework based on constraint weight	8
LeDoFAN: enhancing lengthy document fake news identification leveraging large language models and explainable window-based transformers with n-gram expulsion	8
Three-way concept lattices triggered by Pythagorean fuzzy set and interval set	8
Android malware adversarial attacks based on feature importance prediction	8
Dtla-net: a direct2d transformer with linear angle attention network for multi-organ medical image segmentation	8
A simple combined projection method for conservative decision-making	7
Causal intervention for knowledge graph denoising in recommender systems	7
Robust non-negative supervised low-rank discriminant embedding (NSLRDE) for feature extraction	7
Balance-driven automatic clustering for probability density functions using metaheuristic optimization	7
Predicting risk of coronary heart disease using a teaching–learning seagull optimization algorithm with the lightboost based gradient boosting machine	7
PaIaNet: position-aware and identification-aware network for low-light salient object detection	7
Leveraging LSTM and GRU-based deep neural coordination in intelligent transportation to strengthen security in the Internet of Vehicles	7
Novel multi-label feature selection via label enhancement and relative maximal discernibility pairs	7
Fuzzy large margin distribution machine for classification	7
Gait coordination feature modeling and multi-scale gait representation for gait recognition	7
Seq2Seq-AFL: Fuzzing via sequence-to-sequence model	7
Graph augmentation against structural poisoning attacks via structure and attribute reconciliation	7
Domain generalization by distribution estimation	7
Unsupervised domain adaptation by incremental learning for concept drifting data streams	7
HOGFormer: high-order graph convolution transformer for 3D human pose estimation	7
Optimized trajectory planning for the time efficient navigation of mobile robot in constrained environment	7
Multiview deep learning-based attack to break text-CAPTCHAs	7
Self-paced and Bayes-decision-rule linear KNN prediction	7
Research on a deep ensemble forest flatness prediction model for industrial cold rolling mill	7
A stochastic variance-reduced coordinate descent algorithm for learning sparse Bayesian network from discrete high-dimensional data	7
Dynamic graph-based attribute reduction approach with fuzzy rough sets	7
Online visual tracking via background-aware Siamese networks	7
DmADs-Net: dense multiscale attention and depth-supervised network for medical image segmentation	7
ETCGN: entity type-constrained graph networks for document-level relation extraction	7
ConvHiA: convolutional network with hierarchical attention for knowledge graph multi-hop reasoning	7
SPAN: siampillars attention network for 3D object tracking in point clouds	7
Spatio-temporal graph cross-correlation auto-encoding network for wind power prediction	7
Daily routines discovery based on weighted spatial-temporal features	7
Event-triggered adaptive fuzzy echo-state-network control of state constrained nonlinear switched systems with asynchronous switching	7
Profiling users with tag-enhanced spherical metric learning for recommendation	7
CatSight, a direct path to proper multi-variate time series change detection: perceiving a concept drift through common spatial pattern	7
Fault-tolerant control design for nonlinear multilateral teleoperation system with unreliable communication channels and actuator constraints	7
Antenna optimization based on master-apprentice broad learning system	6
Learning to share by masking the non-shared for multi-domain sentiment classification	6
Adaptive label modification based on uncertainty learning for facial expression recognition in the wild	6
Concept learning consistency under three-way decision paradigm	6
A novel stratification clustering algorithm based on a new local density estimation method and an improved local inter-cluster distance measure	6
Adversarial feature augmentation via transformer-level feature fusion for imbalanced data classification	6
A hierarchical reasoning graph neural network for the automatic scoring of answer transcriptions in video job interviews	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