International Journal of Machine Learning and Cybernetics

Article	Citations
ClKI: closed-loop and knowledge iterative via self-distillation for image sentiment analysis	716
Stochastic configuration network modeling method based on information superposition and mixture correntropy	260
Two-channel deep recursive multi-scale network based on multi-attention for no-reference image quality assessment	103
Structural entropy-based scheduler for job planning problems using multi-agent reinforcement learning	93
Pixel-patch combination loss for refined edge detection	93
Tripm: a multi-label deep learning SCA model for multi-byte attacks	88
Landmark based guidance for reinforcement learning agents under partial observability	88
Imbalanced driving scene recognition with class focal loss and data augmentation	64
Group decision-making method with directed graph under linguistic environment	58
Low-rank tensor learning with projection distance metric for multi-view clustering	57
Virtual graph augmentation for graph neural networks	55
Cross-lingual sentiment analysis empowered by emotional mutual reinforcement through emojis	54
Exploiting graph neural network with one-shot learning for fault diagnosis of rotating machinery	52
Faster and lighter surface defect detection model for transparent wine bottle	44
Solving large-scale global optimization problems and engineering design problems using a novel biogeography-based optimization with Lévy and Brownian movements	42
Bridging the gap: advancing the transparency and trustworthiness of network intrusion detection with explainable AI	42
Adaptive condensed fuzzy monotonic K-nearest neighbors for monotonic classification	40
A novel adaptive methodology for removing spurious components in a modified incremental Gaussian mixture model	39
KRAFS-ANet: A novel framework for EEG-based stress classification using channel selection and optimized ensemble stacking	39
Observer-based finite-time asynchronous sliding mode control with quantized outputs for hidden Markov jump systems	37
A new supervised outlier detection method for hybrid data	36
Few-shot remote sensing image scene classification based on variational meta-learning	35
ULAF-Net: Ultra lightweight attention fusion network for real-time semantic segmentation	35
Multi-label learning with incomplete labels via dual manifold mappings	33
GFD-SSL: generative federated knowledge distillation-based semi-supervised learning	33

Data augmentation for aspect-based sentiment analysis	33
The concept information of graph granule with application to knowledge graph embedding	31
Feature selection in high-dimensional data: an enhanced RIME optimization with information entropy pruning and DBSCAN clustering	29
Multi-proposal collaboration and multi-task training for weakly-supervised video moment retrieval	29
Machine learning for aspect category detection in mobile edge products: the MLRG-CO algorithm	29
CoDF-Net: coordinated-representation decision fusion network for emotion recognition with EEG and eye movement signals	29
A novel hybrid approach to detect clients in federated learning for industrial internet of things	29
Near-infrared fusion for deep lightness enhancement	28
CHNSCDA: circRNA-disease association prediction based on strongly correlated heterogeneous neighbor sampling	26
Improving text classification via a soft dynamical label strategy	26
PRR-TM: finding equilibria in adversarial team games via perfect-recall refinement and teammate modeling	25
Minimum-cost based hidden Markov model with speed constraint for intruder trajectory recovery in utility tunnels	25
Tree comprehensive diversity-based pruned deep forest	25
Feature selection based L1alm-DT and MHT-LSTM for human activity recogition via sensor	24
Modulation recognition based on adaptive denoising residual neural network	24
Adaptive dynamic graphs for anomaly detection via inter- and intra-diffusion	24
A new belief entropy measure in the weighted combination rule under DST with faulty diagnosis and real-life medical application	23
Robust unsupervised feature selection via dual space latent representation learning and adaptive structure learning	23
Single image deraining via nonlinear recursive Conv-Transformer	23
Multi-view collaborative learning for graph attribute imputation	22
Convergence analysis for sparse Pi-sigma neural network model with entropy error function	22
An evolutionary feature selection method based on probability-based initialized particle swarm optimization	22
Link prediction for multi-layer and heterogeneous cyber-physical networks	22
Uncertainty-based bootstrapped optimization for offline reinforcement learning	22
Prompt-based data labeling method for aspect based sentiment analysis	22
FEWGAT-AGCE: a novel deep learning approach for early Alzheimer's disease detection using hippocampal subfields and cognitive assessments	22
A three-way decision method based on COPRAS in the weak probabilistic linguistic term set information systems	22
Deep feature dendrite with weak mapping for small-sample hyperspectral image classification	21
Bgman: Boundary-Prior-Guided Multi-scale Aggregation Network for skin lesion segmentation	21
Evolutionary neural architecture search based on a modified particle swarm optimization	21
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
A channel dependency decoupled two-stream model for multivariate time series analysis	20
Improved hierarchical transformer-based multi-similarity hashing via label-guided learning for remote sensing image retrieval	19
Few-shot bone age assessment via contrast relation adaptation	19
Multi-scale frequency domain learning for texture classification	19
Reciprocal interlayer-temporal discriminative target model for robust visual tracking	19
SiamATA: an asymmetric target-aware and frequency domain task-aware Siamese network for visual tracking	19
Boosting graph contrastive learning via adaptive graph augmentation and topology-feature-level homophily	18
Medscale+: A medical image segmentation method based on multi-scale feature fusion and Monte Carlo Dropout	18
Outlier based intrusion detection in databases for user behaviour analysis using weighted sequential pattern mining	18
Non-local tensor sparse representation and tensor low rank regularization for dynamic MRI reconstruction	18
KAMTFENet: a fall detection algorithm based on keypoint attention module and temporal feature extraction	18
Rainfall prediction using time series data based on RSJSO_BiLSTM	18
On generalization reducts in incomplete multi-scale decision tables	18
Bee: towards a robust attribute reduction	17
Multi-level perception cross-modal fusion framework for multimodal sentiment analysis	17
An efficient planning method based on deep reinforcement learning with hybrid actions for autonomous driving on highway	17
Multiple Span Bidirectional RWKV Network for Infrared Image Super-Resolution	17
GSO-BiLSTM: performance assessment of IoT enable smart irrigation system using intelligent algorithms	17

CausalFD: causal invariance-based fraud detection against camouflaged preference	16
Resilient intrusion detection system for adversarial attacks on Low-Rate DDoS	16
Weighted cluster-level social emotion classification across domains	16
Dimension-divided feature smoothing for graph neural network	16
Class-structure preserving multi-view correlated discriminant analysis for multiblock data	16
Correction to: Different treatments of pixels in unlabeled images for semi-supervised sonar image segmentation	16
TARN: a lightweight two-branch adaptive residual network for image super-resolution	16
Constrained class-wise feature selection (CCFS)	16
An adaptive joint optimization framework for pruning and quantization	15
SGSA-C: a new spiky gravitational search algorithm clustering method for segmentation	15
A fuzzy clustering ensemble selection based on active full-link similarity	15
An inspection method of rail head surface defect via bimodal structured light sensors	15
A copy-move forgery detection technique using DBSCAN-based keypoint similarity matching	15
Fusing micro-preserved representations and item-homogeneous relationships for graph convolution collaborative filtering	15
BUS-net: a bimodal ultrasound network for breast cancer diagnosis	15
Data augmentation using Heuristic Masked Language Modeling	15
Augmenting web-based tourist support system with microblog analyzed data	15
Progressive image dehazing network based on dual feature extraction modules	15
Self-supervised session-based recommendation model based on global causal structure learning	15
KGA: integrating KPCA and GAN for microbial data augmentation	15
Target adaptive extreme learning machine for transfer learning	14
MSSTN: a multi-scale spatio-temporal network for traffic flow prediction	14
Face alignment combined with shape constraints and Gaussian heatmap	14
Assessment of patients with Parkinson’s disease based on federated learning	14
Fine-grained multimodal named entity recognition with heterogeneous image-text similarity graphs	14
Low-dimensional intrinsic dimension reveals a phase transition in gradient-based learning of deep neural networks	14
Affinity-based elastic net intuitionistic fuzzy twin support vector machines	14
Dual nonnegative and orthogonal reconstruction for multi-view clustering	14
PFDP: privacy-preserving federated distillation method for pretrained language models	14
Deep learning-based blockchain framework for fraud detection using multilevel supervision in hierarchical generative hashing	14
Enhancing pedestrian trajectory prediction with dynamic interaction pruning and dual-path encoding	14
Optimal scale selection based on three-way decisions with decision-theoretic rough sets in multi-scale set-valued decision tables	14
HMNet: a hierarchical multi-modal network for educational video concept prediction	14
Transformer-based contrastive learning framework for image anomaly detection	14
A smoothing interval neural networks-based Caputo fractional-order gradient learning algorithm	14
Dynamic multi-objective optimization control for wastewater treatment process under various operating conditions	14
Recognition of odor and pleasantness based on olfactory EEG combined with functional brain network model	14
Training fuzzy deep neural network with honey badger algorithm for intrusion detection in cloud environment	14
Spectral–spatial discriminative broad graph convolution networks for hyperspectral image classification	13
Unsupervised video object segmentation: an affinity and edge learning approach	13
Joint recognition for location and activity based on multidimensional features of CSI images	13
Hidden features extraction and amplification based on eigenvalue imaging and gray-level grouping for bearing fault diagnosis	13
CPL: consistent prompt learning for noisy label facial expression recognition	13
A mathematical modeling of detection capability of PDT with planar thickness sector field of view and projectile signal recognition algorithm	13
BCDetNet: a deep learning architecture for building change detection from bi-temporal high resolution satellite images	13
A multi-strategy hybrid cuckoo search algorithm with specular reflection based on a population linear decreasing strategy	13
Recurrent neural network for solving several novel sales models: Try-Before-You-Buy	13
Knowledge graph completion model based on hyperbolic hierarchical attention network	13
Detection and analysis of android malwares using hybrid dual Path bi-LSTM Kepler dynamic graph convolutional network	13
Exploring CLIP with color regularization for single-source generalizable video-based person Re-ID	13
Fourier-based degradation-aware transformer-style network for blind image super-resolution	12
Learning structure perception MLPs on graphs: a layer-wise graph knowledge distillation framework	12
HDRC: a subjective quality assessment database for compressed high dynamic range image	12
Multilayer discriminative extreme learning machine for classification	12
Gmad: multivariate time series anomaly detection based on graph matching learning	12
Improved dense residual network with the coordinate and pixel attention mechanisms for helmet detection	12
Comparative analysis of open-source federated learning frameworks - a literature-based survey and review	12
Yolo-sd: simulated feature fusion for few-shot industrial defect detection based on YOLOv8 and stable diffusion	12
A multi-strategy cuckoo search algorithm with scheduling mechanism for global optimization	12
Explainable evaluation framework for facial expression recognition in web-based learning environments	12
A training-inference consistent framework for early exiting in language models with parallel decoding	12
A deep learning model with multimodal cross-attention mechanism for PMSM fault diagnosis	12
Adversarial attacks and adversarial robustness in pre-trained deep learning models for disease diagnosis	12
New criteria for stability of fuzzy neutral-type memristive neural networks with mixed delays	12
A Chinese named entity recognition model: integrating label knowledge and lexicon information	12
Model for service quality evaluation in multi-value chain networks using causality and multiple classifier system	12
BenchMetrics Prob: benchmarking of probabilistic error/loss performance evaluation instruments for binary classification problems	12
Graph embedded subspace clustering with entropy-based feature weighting	12
Three-way unsupervised anomaly detection of sequential patterns	11
An efficient decision making method based on hyperbolic fuzzy environment with new score function and its application in determining crime prone zones	11
Semi-supervised attribute reduction via attribute indiscernibility	11
An improved adaptive ORB-SLAM method for monocular vision robot under dynamic environments	11
Selective relation-aware representations for person re-identification	11
Multi-task federated learning with encoder–decoder structure: enabling collaborative learning across different tasks	11
SDGNN: Structure-aware Dual Graph Neural Network for Code Summarization	11
Sequential attention layer-wise fusion network for multi-view classification	11
Unsupervised domain specificity for knowledge transfer	11
User preference representation and dual contrastive learning for knowledge-aware recommendation	11
Pseudo-label driven deep hashing for unsupervised cross-modal retrieval	11
Target detection algorithm based on multilayer attention mechanism-adaptive feature fusion network	11

Enhanced side information fusion framework for sequential recommendation	11
Deep interactive query design and progressive search for end-to-end detection of tiny object in aerial images	11
Decentralized federated learning model based on network propagation dynamics	11
A robust semi-supervised deep learning approach for emotion recognition using EEG signals	10
Cross-modal feature manipulation for multimodal adversarial perturbation generation on AI-generated MULTImodaL hATE	10
Generalized rough and fuzzy rough automata for semantic computing	10
Multi video summarization using query based deep optimization algorithm	10
Targeted adversarial traffic generation: black-box approach to evade intrusion detection systems in IoT networks	10
WAPformer: a cloud resource usage prediction model based on wavelet attention network	10
Breast cancer HER2 status recognition based on dual-modal feature attention fusion network	10
Metarep: improving meta-learning accuracy by learning episodic representation	10
Using a modified whale optimization algorithm to solve dynamic arrival flights sequencing problem	10
Fuzzy $$\beta$$ covering based self-information for feature selection	10
AM-CFDN: semi-supervised anomaly measure-based coal flow foreign object detection network	10
Partial multi-label learning with label representation and feature awareness	10
Knowledge structures construction and learning paths recommendation based on formal contexts	10
A lightweight CNN malware classification method for software detection	10
Fusion of bidirectional dynamic interaction key features for micro-change recognition in Parkinsonian handwriting	10
Hybrid generative adversarial network based on a mixed attention fusion module for multi-modal MR image synthesis algorithm	10
Federated personalization update strategy based on data-free knowledge mutual distillation	10
Improving the estimation of distribution algorithm with a differential mutation for multilevel thresholding image segmentation	10
NEWTR: a multipath routing for next hop destination in internet of things with artificial recurrent neural network (RNN)	10
Document-level relation extraction with constructing prior semantic graph to enhance entity representation	10
Domain adaptation with optimized feature distribution for streamer action recognition in live video	10
DNCD: Dual-Path Awareness Neural Cognitive Diagnosis framework for intelligent education	10
CasMST-KAN: a cascade prediction model with multi-scale temporal convolution and Kolmogorov–Arnold networks	9
Multi-view 3D reconstruction system based on algorithm for low-texture small objects	9
Dual insurance for generalized zero-shot learning	9
ExBCIL: an exemplar-based class incremental learning for intrusion detection system	9
Perturbation-based oversampling technique for imbalanced classification problems	9
Adaptive unsupervised feature selection with robust graph regularization	9
Precise feature selection using suffix array algorithm of bioinformatics	9
Feature selection for heterogeneous data based on weighted KNN-neighborhood rough set model and self information	9
Detecting complex copy-move forgery using KeyPoint-Siamese Capsule Network against adversarial attacks	9
GLinear: multivariate time series forecasting method towards controllable and efficient grouping	9
Autoencoder-like non-negative matrix factorization with dual-graph constraints for multi-view clustering	9
Unsupervised concept drift detection method based on robust random cut forest	9
Android malware adversarial attacks based on feature importance prediction	9
Multi-stage transfer learning with BERTology-based language models for question answering system in vietnamese	9
Three-way concept lattices triggered by Pythagorean fuzzy set and interval set	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
Divergence based distance measures on Pythagorean fuzziness riveting information from an optimistic perspective and their applications	9
Tensortrim: dynamic tensor-train decomposition for efficient neural network compression	9
AFMPM: adaptive feature map pruning method based on feature distillation	9
Learning enhancing modality-invariant features for visible-infrared person re-identification	9
LeDoFAN: enhancing lengthy document fake news identification leveraging large language models and explainable window-based transformers with n-gram expulsion	9
Two-stage semi-supervised clustering ensemble framework based on constraint weight	9
Robust association method based on occlusion-aware in multi-object tracking	9
Hybrid sampling-based contrastive learning for imbalanced node classification	9
Dtla-net: a direct2d transformer with linear angle attention network for multi-organ medical image segmentation	9
Dissipativity-based asynchronous control for time-varying delay T–S fuzzy Markov jump systems with multisource disturbances and input saturation	9
IMA-GAAE: an accurate grading framework for uterine corpus endometrial carcinoma based on multidimensional interpretable feature selection and graph adversarial network	9
RSGNN: residual structure graph neural network	9
A decade’s overview of artificial intelligence in diagnosing: a scoping review	9
Multi-layered security architecture for IoMT systems: integrating dynamic key management, decentralized storage, and dependable intrusion detection framework	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
Seq2Seq-AFL: Fuzzing via sequence-to-sequence model	8
Manifold regularization based finite time distributed semi-supervised learning algorithm	8
Fuzzy large margin distribution machine for classification	8
Research on a deep ensemble forest flatness prediction model for industrial cold rolling mill	8
Dynamic graph-based attribute reduction approach with fuzzy rough sets	8
Spatio-temporal graph cross-correlation auto-encoding network for wind power prediction	8
Self-representation with adaptive loss minimization via doubly stochastic graph regularization for robust unsupervised feature selection	8
Dual-information driven deep multi-view clustering for multi-modal data	8
EvolveTrust: evolving graph neural network for trust assessment in time-aware social networks	8
OHE-RWNet: a novel neural network-based vectorization method for fake review detection	8
Dual-driven embedded feature selection method based on fuzzy decision consistency and classification reward mechanism	8
Event-triggered adaptive fuzzy echo-state-network control of state constrained nonlinear switched systems with asynchronous switching	8
Context-guided and multi-level feature fusion DETR for lightweight detection of cacao pod pests and diseases in complex environments	8
Fault-tolerant control design for nonlinear multilateral teleoperation system with unreliable communication channels and actuator constraints	8
Predicting risk of coronary heart disease using a teaching–learning seagull optimization algorithm with the lightboost based gradient boosting machine	8
Novel multi-label feature selection via label enhancement and relative maximal discernibility pairs	8
Self-paced and Bayes-decision-rule linear KNN prediction	8
Daily routines discovery based on weighted spatial-temporal features	8
SFAC: an outlier detection algorithm based on SOM-guided filtering and autoencoder collaboration	8
A unified approach to designing sequence-based personalized food recommendation systems: tackling dynamic user behaviors	8
Group penalized Poisson regressions forecast daily tourism demand	8
On evidence theory based optimal scale selection in incomplete multi-scale ordered decision tables	8
IMANet: an iterative multi-scale attention network for skin lesion segmentation	8
Profiling users with tag-enhanced spherical metric learning for recommendation	8
Leveraging LSTM and GRU-based deep neural coordination in intelligent transportation to strengthen security in the Internet of Vehicles	8
ConvHiA: convolutional network with hierarchical attention for knowledge graph multi-hop reasoning	8
A stochastic variance-reduced coordinate descent algorithm for learning sparse Bayesian network from discrete high-dimensional data	8
DDoS attack detection using semi-supervised hyperparameter optimized federated learning in software defined internet of drones	8
PaIaNet: position-aware and identification-aware network for low-light salient object detection	8
Visual tracking with screening region enrichment and target validation	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
K-means competitive swarm optimizer: performance benchmarking and application in brain tumor detection	8
Robust non-negative supervised low-rank discriminant embedding (NSLRDE) for feature extraction	7
Frequency domain adaptive framework for visible-infrared person re-identification	7
Multilevel hybrid accurate handcrafted model for myocardial infarction classification using ECG signals	7
State-guided policy learning for effective decision making	7
An energy-efficient federated learning method with gradient compression and parameter optimization	7